{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os\n",
    "from utils import *\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "max_N = 180\n",
    "max_T = 210\n",
    "\n",
    "def guided_attention(g=0.2):\n",
    "    W = np.zeros((max_N, max_T), dtype=np.float32)\n",
    "    for n_pos in range(W.shape[0]):\n",
    "        for t_pos in range(W.shape[1]):\n",
    "            W[n_pos, t_pos] = 1 - np.exp(-(t_pos / float(max_T) - n_pos / float(max_N)) ** 2 / (2 * g * g))\n",
    "    return W"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model:\n",
    "    def __init__(\n",
    "        self,\n",
    "        num_layers,\n",
    "        size_layers,\n",
    "        learning_rate = 1e-3\n",
    "    ):\n",
    "        self.X = tf.placeholder(tf.int32, (None, None))\n",
    "        self.training = tf.placeholder(tf.bool, None)\n",
    "        lookup_table = tf.get_variable(\n",
    "            'lookup_table',\n",
    "            dtype = tf.float32,\n",
    "            shape = [len(vocab), size_layers],\n",
    "            initializer = tf.truncated_normal_initializer(\n",
    "                mean = 0.0, stddev = 0.01\n",
    "            ),\n",
    "        )\n",
    "        lookup_table = tf.concat(\n",
    "            (tf.zeros(shape = [1, size_layers]), lookup_table[1:, :]), 0\n",
    "        )\n",
    "        self.X_seq_len = tf.count_nonzero(self.X, 1, dtype=tf.int32)\n",
    "        self.gts = tf.convert_to_tensor(guided_attention())\n",
    "        forward = tf.nn.embedding_lookup(lookup_table, self.X)\n",
    "        self.Y = tf.placeholder(tf.float32, (None, None, n_mels * resampled))\n",
    "        batch_size = tf.shape(self.Y)[0]\n",
    "        self.decoder_inputs = tf.concat(\n",
    "            (tf.ones_like(self.Y[:, :1, :]), self.Y[:, :-1, :]), 1\n",
    "        )\n",
    "        self.decoder_inputs = self.decoder_inputs[:, :, -n_mels:]\n",
    "        \n",
    "        self.Z = tf.placeholder(\n",
    "            tf.float32, (None, None, fourier_window_size // 2 + 1)\n",
    "        )\n",
    "        \n",
    "        seq_lens = tf.count_nonzero(\n",
    "            tf.reduce_sum(self.decoder_inputs, -1), 1, dtype = tf.int32\n",
    "        )\n",
    "        \n",
    "        def attention(encoder_out, seq_len, reuse=False):\n",
    "            attention_mechanism = tf.contrib.seq2seq.LuongAttention(num_units = size_layers, \n",
    "                                                                    memory = encoder_out,\n",
    "                                                                    memory_sequence_length = seq_len)\n",
    "            return tf.contrib.seq2seq.AttentionWrapper(\n",
    "            cell = tf.nn.rnn_cell.MultiRNNCell([tf.contrib.rnn.GRUCell(size_layers) for _ in range(num_layers)]), \n",
    "                attention_mechanism = attention_mechanism,\n",
    "                attention_layer_size = size_layers, alignment_history = True)\n",
    "        \n",
    "        encoder_cells = tf.nn.rnn_cell.MultiRNNCell([tf.contrib.rnn.GRUCell(size_layers) for _ in range(num_layers)])\n",
    "        encoder_out, encoder_state = tf.nn.dynamic_rnn(cell = encoder_cells, \n",
    "                                                                 inputs = forward, \n",
    "                                                                 sequence_length = self.X_seq_len,\n",
    "                                                                 dtype = tf.float32)\n",
    "        \n",
    "        encoder_state = tuple(encoder_state[-1] for _ in range(num_layers))\n",
    "        decoder_cell = attention(encoder_out, seq_lens)\n",
    "        encoder_state = decoder_cell.zero_state(batch_size, tf.float32).clone(cell_state=encoder_state)\n",
    "        \n",
    "        decoder_out, decoder_state = tf.nn.dynamic_rnn(cell = decoder_cell, \n",
    "                                                       inputs = self.decoder_inputs, \n",
    "                                                       sequence_length = seq_lens,\n",
    "                                                       initial_state = encoder_state,\n",
    "                                                       dtype = tf.float32)\n",
    "        \n",
    "\n",
    "        self.alignments = tf.transpose(\n",
    "                decoder_state.alignment_history.stack(), [1, 2, 0]\n",
    "            )\n",
    "        \n",
    "        \n",
    "        self.Y_hat = tf.layers.dense(decoder_out, n_mels * resampled)\n",
    "        out_decoder = tf.reshape(\n",
    "                self.Y, [tf.shape(self.Y)[0], -1, n_mels]\n",
    "        )\n",
    "        for n in range(num_layers):\n",
    "            (out_fw, out_bw), (state_fw, state_bw) = tf.nn.bidirectional_dynamic_rnn(\n",
    "                cell_fw = tf.contrib.rnn.GRUCell(size_layers // 2),\n",
    "                cell_bw = tf.contrib.rnn.GRUCell(size_layers // 2),\n",
    "                inputs = out_decoder,\n",
    "                dtype = tf.float32,\n",
    "                scope = 'bidirectional_rnn_%d'%(n))\n",
    "            out_decoder = tf.concat((out_fw, out_bw), 2)\n",
    "        \n",
    "        self.Z_hat = tf.layers.dense(out_decoder, 1 + fourier_window_size // 2)\n",
    "        self.loss1 = tf.reduce_mean(tf.abs(self.Y_hat - self.Y))\n",
    "        self.loss2 = tf.reduce_mean(tf.abs(self.Z_hat - self.Z))\n",
    "        self.loss_bd1 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Y_hat, \n",
    "                                                                               labels=self.Y))\n",
    "        self.A = tf.pad(self.alignments, [(0, 0), (0, max_N), (0, max_T)], \n",
    "                        mode=\"CONSTANT\", constant_values=-1.)[:, :max_N, :max_T]\n",
    "        self.attention_masks = tf.to_float(tf.not_equal(self.A, -1))\n",
    "        self.loss_att = tf.reduce_sum(tf.abs(self.A * self.gts) * self.attention_masks)\n",
    "        self.mask_sum = tf.reduce_sum(self.attention_masks)\n",
    "        self.loss_att /= self.mask_sum\n",
    "        self.loss_bd2 = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=self.Z_hat, \n",
    "                                                                          labels=self.Z))\n",
    "        self.loss = self.loss1 + self.loss2 + self.loss_bd1 + self.loss_att + self.loss_bd2\n",
    "        self.optimizer = tf.train.AdamOptimizer(\n",
    "            learning_rate = learning_rate\n",
    "        ).minimize(self.loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.reset_default_graph()\n",
    "sess = tf.InteractiveSession()\n",
    "\n",
    "size_layers = 128\n",
    "learning_rate = 1e-2\n",
    "num_layers = 2\n",
    "\n",
    "model = Model(num_layers, size_layers, learning_rate)\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths, lengths, texts, raw_texts = [], [], [], []\n",
    "text_files = [f for f in os.listdir('mel') if f.endswith('.npy')]\n",
    "for fpath in text_files:\n",
    "    with open('%s/%s' % (path, fpath.replace('npy', 'txt'))) as fopen:\n",
    "        text = fopen.read()\n",
    "    paths.append(fpath.replace('.npy', ''))\n",
    "    text = text_normalize(text)\n",
    "    raw_texts.append(text)\n",
    "    text = text + 'E'\n",
    "    texts.append(np.array([char2idx[char] for char in text], np.int32))\n",
    "    lengths.append(len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dynamic_batching(paths):\n",
    "    files, max_y, max_z = [], 0, 0\n",
    "    for n in range(len(paths)):\n",
    "        files.append(get_cached(paths[n]))\n",
    "        if files[-1][0].shape[0] > max_y:\n",
    "            max_y = files[-1][0].shape[0]\n",
    "        if files[-1][1].shape[0] > max_z:\n",
    "            max_z = files[-1][1].shape[0]\n",
    "    return files, max_y, max_z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.49, loss1=0.0408, loss2=0.0306, loss_att=0.00373, loss_bd1=0.711, loss_bd2=0.706]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.48, loss1=0.0348, loss2=0.0263, loss_att=0.00354, loss_bd1=0.711, loss_bd2=0.705]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.48, loss1=0.0333, loss2=0.0241, loss_att=0.00354, loss_bd1=0.71, loss_bd2=0.707] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.08it/s, cost=1.47, loss1=0.0311, loss2=0.0246, loss_att=0.00352, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0294, loss2=0.023, loss_att=0.00351, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.47, loss1=0.0289, loss2=0.0226, loss_att=0.00351, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.47, loss1=0.0286, loss2=0.0232, loss_att=0.00351, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.06it/s, cost=1.47, loss1=0.0277, loss2=0.0214, loss_att=0.0035, loss_bd1=0.71, loss_bd2=0.706]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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OiO4aZSCe0RL0XuCsgednNq8tegZwHnCrpAeBC4BdkopJPS3giOi0CZWh3QGcI+ls+on3YuANizNtfx3Y/M19SrcCvzisCmJ2EnAHyoZabzgKaG4F5XeFG1MW55VKzUolXCWl0cnGLUMrvIdSadva/8TEVEzgg2L7iKTLgJvpl6HttH2PpKuA3bZ3jbPd2UnAERGrYFKXItu+CbhpyWtXtCx74SjbTAKOiO6qPOD6MEnAEdFZYsjVopUlAUdEt6UFHBFRRwbjiYioJQn4OFEY6c1DbspZVCrTKo0k1muPp7Te2CVqc+OuVzg2hfdQLIlzRlELMiB7RERVM/ydmgQcEZ2WPuCIiFqSgCMi6kgLOCKiBjP+HcamIAk4Ijprzd+UU9JO4IeBfbbPa167Evhp4KvNYr/aDFQx3Foo8xk3xnHLt1aJSvGURi4rlIWV3qF7471/FUaRK5bgFcre7HFHe1uF3+FqfebHLac73srwZvgtjVKcei2wbZnX32l7SzONlnwjIqZM9tCplqEJ2PZtwGNTiCUiYrImd0eMVbGSWxJdJumzknZKelbbQpK2L97o7jAHV7C7iIhjN4nb0q+WcRPwu4HnA1uAR4C3ty1oe4ftrba3rueEMXcXETEe9YZPtYyVgG0/anvBdg94D3D+ZMOKiJiQrnVBSDp94OmPAndPJpyIiAkaofuhZhfEKGVo1wMXApsl7QF+HbhQ0hb63x0PAj+zijGuHaWzqaXRuYZt9lBhlLVDG1rn6eRN7eudtLF13te2bm6d9/g/bJ0Fz/1G66xeoSzsvDMeaZ33nE3t53/ffOqtrfNOm2//aC8UmjzzhUK7uTF77OZXUNpW2ufhwmfqBLW//yO0r7eO8W6sOl8amW5M86cPX2YkM1yGNjQB275kmZfftwqxRERM1Jq/ECMiYi0rXuhTWRJwRHRX7oocEVFP7ogREVFLWsAREXXkJNygtpKcLozCtEqjoak0clnhppV+/Ovt6xXm/Z29j7bP+3D7Jl0YuazkYGG9L7i9vOnfHPr+QjAZDWztu2/lmzAz/TtNCzgiOi19wBERFaQOOCKiFjtdEBERtaQFHBFRSxJwREQdaQFHRNRgYGF2M3AScER02iy3gCc/iGdExCxZrIQoTSOQtE3SX0q6T9Lly8z/eUn3NvfK/ISk5w7bZhJwRHTaJO6IIWkeuAZ4LXAucImkc5cs9ufAVtvfDdwI/Jdh200Cjojumtxt6c8H7rN9v+1DwA3ARUftyr7F9uJtYT4NnDlso+kDjojOEqDRTsJtlrR74PkO2zsGnp8BPDzwfA/w4sL23gT88bCdJgFHRKdptD7e/ba3TmR/0o8DW4GXD1t2qgn4AI/v/3jvgw81TzcD+6e5/yFWHs/kzrYeHUtpMJHDE9vnaLHUNZlYVuv3VFcXYxl6Emuoyd0RYy9w1sDzM5vXjiLplcCvAS+3fXDYRqeagG2fuvhY0u5JfeNMwizFk1iWN0uxwGzFk1jaTGwsiDuAcySdTT/xXgy8YXABSd8D/Hdgm+19o2w0XRAR0WmTqAO2fUTSZcDNwDyw0/Y9kq4CdtveBfxX4GTgg+qPOf1l2z9S2m4ScER024RGQ7N9E3DTkteuGHj8ymPdZs0EvGP4IlM1S/EkluXNUiwwW/EkluV45CqIKuQZHiszImIlvu3kM/zi7/7XQ5f7+Kf+w501+q3TBRERnTZiGVoVVa6EG3ZN9ZRjeVDS5yTdtaQQe1r73ylpn6S7B147RdLHJH2x+fmsirFcKWlvc3zukvRDU4rlLEm3NNfW3yPpzc3rUz82hVimfmwkbZT0p5I+08TyG83rZ0u6vfmb+j1JG1Y7liHxXCvpgYFjs2Ua8SxrQmNBrIapJ+ARr6metlfY3lKpdOZaYNuS1y4HPmH7HOATzfNasQC8szk+W5oTEdNwBPgF2+cCFwA/23xOahybtlhg+sfmIPADtl8IbAG2SboAeFsTy98HHqd/JdY0tMUD8EsDx+auKcVzNNOvox82VVKjBTz0murjie3bgMeWvHwRcF3z+DrgdRVjqcL2I7b/rHl8APgL+peDTv3YFGKZOvc92Txd30wGfoD+ADAw3c9MWzwzQRh5+FRLjQS83DXVVT7MDQMflXSnpO0V4xh0mu1HmsdfAU6rGQxwWTPE3s5pdYcMkvQ84HuA26l8bJbEAhWOjaR5SXcB+4CPAV8CnrB9pFlkqn9TS+OxvXhs/lNzbN4p6YRpxfO39HrDp0oyGhq8zPb30u8S+VlJ/6R2QIPcL1Op2aJ4N/B8+v9ePgK8fZo7l3Qy8PvAW2z/9eC8aR+bZWKpcmxsL9jeQv9y2POBfzCN/Y4aj6TzgF9p4noRcArw1jrBkS6IJUa6pnpabO9tfu4DPkT/A13bo5JOB2h+jnRZ42qw/WjzB9YD3sMUj4+k9fQT3u/a/oPm5SrHZrlYah6bZv9PALcALwG+XdJiVVOVv6mBeLY13TZuxkP4H1T8u0oXxNG+eU11c6b2YmBXhTiQtEnSMxYfA68G7i6vNRW7gEubx5cCH64VyGKya/woUzo+6l/L+T7gL2y/Y2DW1I9NWyw1jo2kUyV9e/P4ROBV9PukbwH+ebPY1D4zLfF8fuBLUvT7o+v9Xc1wFcTU64DbrqmedhyN04APNddtrwPeb/sj0wxA0vXAhfTHI90D/DpwNfABSW8CHgJeXzGWC5sSIgMPAj8zjViAlwI/AXyu6V8E+FXqHJu2WC6pcGxOB65rqonmgA/Y/iNJ9wI3SPqP9O/M8L4pxFKK55OSTqU/JO9dwL+aUjxL1E2ww+RKuIjorGeeeLpf8vd+auhyN9/7n3MlXETEpM3ylXBJwBHRbUnAEREVGOglAUdEVDDbJ+GSgCOi25KAIyIqMLBQ8VK3IZKAI6LDDE4CjoioI10QEREVpAoiIqKitIAjIipJAo6IqMCGhYXaUbRKAo6IbksLOCKikiTgiIganCqIiIgqDM6FGBERleRS5IiICuyqt50fJgk4IrotJ+EiIupwWsARETVkQPaIiDoyGE9ERB0GnEuRIyIqcAZkj4ioxjPcBSHPcAd1RMRKSPoIsHmERffb3rba8SyVBBwRUclc7QAiIo5XScAREZUkAUdEVJIEHBFRSRJwREQlScAREZUkAUdEVJIEHBFRSRJwREQl/x9m9TFQkT6FbgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.05it/s, cost=1.47, loss1=0.027, loss2=0.0212, loss_att=0.0035, loss_bd1=0.71, loss_bd2=0.706]    \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.09it/s, cost=1.47, loss1=0.0265, loss2=0.0224, loss_att=0.00349, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.07it/s, cost=1.47, loss1=0.0261, loss2=0.0217, loss_att=0.00348, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.09it/s, cost=1.47, loss1=0.026, loss2=0.0219, loss_att=0.00348, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.09it/s, cost=1.47, loss1=0.0258, loss2=0.021, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:44<00:00,  2.09it/s, cost=1.47, loss1=0.0258, loss2=0.0212, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.11it/s, cost=1.47, loss1=0.0261, loss2=0.0209, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.10it/s, cost=1.46, loss1=0.0254, loss2=0.0204, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.10it/s, cost=1.46, loss1=0.0244, loss2=0.0206, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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WKaSodda1p6HNPbX9icWZQ+3HZuZQ+3qzj7enoc3MtrelmJ73jcfaV0saWiwaUQCWtB14K92hut9he9nnHyT9M+Ba4Hm295S2mSyIiJheI6qGJmkWuBJ4OXAmcKGkM5dZbhPwauCmQZqXABwR060zwNTf2cCdtu+yfQi4hm5Z3qX+EHgj8OQgG00AjoipNuAV8GZJe3qmHUs2cypwX8/7vc1n39qP9IPAabb/x6BtSx9wREy3wfqAD9jeNuwuJM0AbwZ+6UjWyxVwREyvQQrxDBag9wGn9bzf0ny2aBNwFvAxSfcALwB2SyoG9VwBR8RUG1Ea2s3AGZJOpxt4LwBeuTjT9teBzd/cp/Qx4Hf6ZUEkAC9n6IpthQEkC0XUAFhoX6DzSHt7ZgoVz2YOHmqf91h7itrMkxtb5xWrqBUGAfVsoTLbhsLAoguFamjrCuv1GQS1vTETnDQawxnBf6nteUkXA9fTTUPbZft2SZcDe2zvHma7CcARMdVG9Siy7euA65Z8dmnLsucOss0E4IiYXpULrveTABwRU0vNNKkSgCNiuuUKOCKijhTjiYioJQH4GLFKKUyeb68k5sefaF+xNBBmoQLZzJOFFK717alfHnKAUDqF29SlYzpT2GZpoM+iVajendS2elKQPSKiogk+/yUAR8RUSx9wREQtCcAREXXkCjgiogazKvdVRyUBOCKm1lE/KKekXcBPAPttn9V8dhnwK8DXmsVe1xSqiDFzoYpaecXCt3K+/WuhdYX1StssVEpjpjAoZ6EaGmvbU+JUHOizdElUqPbWKf3bC9sspeD1kxS2lZvgQzhIsuRVwPZlPn+L7a3NlOAbERNJdt+plr4B2PaNwINjaEtExGiNbkSMVbGSIYkulvRpSbskPa1tIUk7Fge6m2PIItkREUMaxbD0q2XYAPw24FnAVuB+4E1tC9reaXub7W1rWT/k7iIihqNO/6mWoQKw7QdsL9juAG8Hzh5tsyIiRmTauiAkndLz9meA20bTnIiIERqg+6FmF8QgaWjvBs4FNkvaC7weOFfSVrrnjnuAX13FNkbhLq0Lg0+6lP5UqBY2U0htU6HiWWfzCa3zDm5uH+jzoee0p5MtFHqtfviff6V13iUnf7R13oYhs8I2lI5Z4VivLaS2zfZJUVtTWLdkttDWhWIa3nDbXA2zp/RfZiATnIbWNwDbvnCZj9+5Cm2JiBipo/5BjIiIo5lKD9BUlgAcEdMroyJHRNSTETEiImrJFXBERB25CRerZyWVtlp0CoNy+oH97SvuP9A6a31hAM1T/tdw/4Z7/2v7b9avHfonQ21z7FLtrODOlW/CTPQxTgCOiKmWPuCIiAqSBxwRUYudLoiIiFpyBRwRUUsCcEREHbkCjoiowcDC5EbgBOCImGqTfAU83gKfERHjtpgJUZoGIGm7pM9LulPSJcvM/y1JdzRjZX5E0nf122YCcERMtVGMiCFpFrgSeDlwJnChpDOXLPb3wDbb3w9cC/xRv+0mAEfE9BrdsPRnA3favsv2IeAa4PzDdmXfYPvx5u0ngC39Npo+4IiYWgI02E24zZL29LzfaXtnz/tTgft63u8Fnl/Y3kXA/+y30wTgiJhqGqyP94DtbSPZn/QLwDbgxf2WHWsAfpSHDnzY197bvN0MtJfPGr9Jas/gbVn9O7yHt6V9vM5xmKT/I5is9kxjW/rexOprdCNi7ANO63m/pfnsMJJeAvwB8GLb7WUFG2MNwLZPWnwtac+ozjijMEntSVuWN0ltgclqT9rSZmS1IG4GzpB0Ot3AewHwyt4FJP0A8KfAdtuFuq3fki6IiJhqo8gDtj0v6WLgemAW2GX7dkmXA3ts7wb+M3A88Jfq1un+su2fKm03ATgiptuIqqHZvg64bslnl/a8fsmRbrNmAN7Zf5GxmqT2pC3Lm6S2wGS1J21ZjgfOgqhCnuBamRERK3HC8af6+d//b/ou9+GP//tbavRbpwsiIqbagGloVVR5Eq7fM9Vjbss9kj4j6dYlidjj2v8uSfsl3dbz2dMlfUjSF5ufT6vYlssk7WuOz62SXjGmtpwm6Ybm2frbJb26+Xzsx6bQlrEfG0kbJH1S0qeatryh+fx0STc1v1PvkbRutdvSpz1XSbq759hsHUd7ljWiWhCrYewBeMBnqsftPNtbK6XOXAVsX/LZJcBHbJ8BfKR5X6stAG9pjs/W5kbEOMwDv237TOAFwK8335Max6atLTD+Y3MQ+FHbzwW2AtslvQB4Y9OWfww8RPdJrHFoaw/A7/Ycm1vH1J7DGegMMFVS4wq47zPVxxLbNwIPLvn4fODq5vXVwE9XbEsVtu+3/XfN60eBz9J9HHTsx6bQlrFz1zeat2ubycCP0i0AA+P9zrS1ZyIII/efaqkRgJd7prrKl7lh4IOSbpG0o2I7ep1s+/7m9VeBk2s2Bri4KbG3a1zdIb0kPRP4AeAmKh+bJW2BCsdG0qykW4H9wIeALwEP255vFhnr79TS9thePDb/sTk2b5G0flzt+TadTv+pklRDgxfZ/kG6XSK/LulHajeol7tpKjWvKN4GPIvun5f3A28a584lHQ/8FfAa24/0zhv3sVmmLVWOje0F21vpPg57NvA949jvoO2RdBbw+027ngc8HXhtncaRLoglBnqmelxs72t+7gfeR/cLXdsDkk4BaH4O9FjjarD9QPML1gHezhiPj6S1dAPeX9j+6+bjKsdmubbUPDbN/h8GbgDOAZ4qaTGrqcrvVE97tjfdNm7qIfwZFX+v0gVxuG8+U93cqb0A2F2hHUg6TtKmxdfAy4DbymuNxW7gVc3rVwHvr9WQxWDX+BnGdHzUfZbzncBnbb+5Z9bYj01bW2ocG0knSXpq83oj8FK6fdI3AD/XLDa270xLez7Xc5IU3f7oer9XE5wFMfY84LZnqsfdjsbJwPua57bXAO+y/YFxNkDSu4Fz6dYj3Qu8HrgCeK+ki4B7gZ+v2JZzmxQiA/cAvzqOtgAvBH4R+EzTvwjwOuocm7a2XFjh2JwCXN1kE80A77X9t5LuAK6R9B/ojszwzjG0pdSej0o6iW5J3luBXxtTe5aoG2D7yZNwETG1Ttx4is/57l/uu9z1d/ynPAkXETFqk/wkXAJwREy3BOCIiAoMdBKAIyIqmOybcAnAETHdEoAjIiowsFDxUbc+EoAjYooZnAAcEVFHuiAiIipIFkREREW5Ao6IqCQBOCKiAhsWFmq3olUCcERMt1wBR0RUkgAcEVGDkwUREVGFwXkQIyKikjyKHBFRgV112Pl+EoAjYrrlJlxERB3OFXBERA0pyB4RUUeK8URE1GHAeRQ5IqICpyB7REQ1nuAuCHmCO6gjIlZC0geAzQMsesD29tVuz1IJwBERlczUbkBExLEqATgiopIE4IiIShKAIyIqSQCOiKgkATgiopIE4IiIShKAIyIqSQCOiKjk/wNxoqMppsmsugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.12it/s, cost=1.47, loss1=0.0242, loss2=0.022, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.11it/s, cost=1.46, loss1=0.0241, loss2=0.0205, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.11it/s, cost=1.46, loss1=0.0242, loss2=0.0205, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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rNuPJ6p9hxqOJ1ZQTtGVLZZlXTLan9SkAS1oCfB4YBr4YEZOOf5D0R8AlwGERsTp1TGdBmFlz9Wk2NEnDwHnAG4CDgaWSDp5kuz2ADwDXd1M9B2Aza7ZWF4/ODgfujIi1EbENuJhiWt6J/hb4NFD951kbB2Aza7QuW8DzJK1ueyybcJj9gPvaXq8r3/vNeaSXAgdExH90Wzf3AZtZs3XXB7wxIhb3egpJQ8C5wLt2Zj+3gM2subqZiKe7AL0eOKDt9f7le+P2AA4BrpF0D3AEsFJSMqi7BWxmjdanNLQbgYWSDqQIvCcCbx8vjIhHgXlPn1O6BvhwpywIB+CdlVrMM7lIZPpTEKlUs8Rxh1SdhjY0kkgnS5SNPDy7ui6JWdRaI4nFPFPXLTUzW+IGiWZWp9KRuC492wVm8rNJ9OG/LSJGJZ0CrKJIQ1sREbdLOgtYHRErezmuA7CZNVq/hiJHxGXAZRPeO6Ni26O7OaYDsJk1V+YJ1ztxADazxhLpEaq5OQCbWbO5BWxmlocn4zEzy8UB2Ijeb8W2tmytLNMTT1TvqER611B1z9jwY4n0rlkzqw+ZSG1jKJGiNppI30ulr6VS+1I/e0rq/ymV2uYUtXryhOxmZhnV+LvRAdjMGs19wGZmuTgAm5nl4RawmVkOQbcTrmfhAGxmjbXLL8opaQXwJmBDRBxSvncm8B7goXKzj5cTVTyzTVsqUvVXeHIWtVTqVyKlKoaGq/cbSzQnEtlrKTGj+nzJa5qYDU3DqWMmrmcrkb7mFLVdU40vfzfJkhcASyZ5/3MRsah8OPiaWS0pouMjl44BOCKuBR4eQF3MzPqrfytiTIupLEl0iqRbJa2QtHfVRpKWjS90t53qEV1mZtOhH8vST5deA/AXgBcAi4D7gXOqNoyI5RGxOCIWjzCrx9OZmfVGrc6PXHoKwBHxYESMRUQLOB84vL/VMjPrk6Z1QUha0PbyrcBt/amOmVkfddH9kLMLops0tK8BRwPzJK0DPgkcLWkRxXfHPcB7p7GOlrhL23ryyer9UqlRidnChkZTqW2JY+65e2XR1vnVZZsOqp5hLWXPE6pnUfv8wuo1Eueq+udLtUjmJn72WYnrOUJ1Stxwh8VDZyT2TRlO1Gesx5n5UsecDsMLOm/TlRqnoXUMwBGxdJK3vzQNdTEz66tdfiCGmdmuTKl5ozNzADaz5vKqyGZm+XhFDDOzXNwCNjPLwzfhbPr0mGqWklwENDX72iOPVhbNvKu6nvOvT6RaJWZ04yvVRadtPqq6sEfJRUDTO07hpDWOHtPuzqkfIqj1NXQANrNGcx+wmVkGzgM2M8slwl0QZma5uAVsZpaLA7CZWR5uAZuZ5RDAWH0jsAOwmTVanVvAg53g08xs0MYzIVKPLkhaIunnku6UdPok5R+UtKZcK/MqSc/rdEwHYDNrtH6siCFpGDgPeANwMLBU0sETNvsxsDgiXgxcAnym03EdgM2sufq3LP3hwJ0RsTYitgEXA8fvcKqIqyPiqfLlD4H9Ox3UfcBm1lgC1N1NuHmSVre9Xh4Ry9te7wfc1/Z6HfDyxPFOBv6z00kdgM2s0dRdH+/GiFjcl/NJ7wAWA6/utO1AA/DjbNp4ZVxyb/lyHrBxkOfvoE716b4u03+Hd8e6VK+DOQh1+j+CetWniXXpeBOro/6tiLEeOKDt9f7lezuQdCzwCeDVEVE9rWBpoAE4IvYdfy5pdb++cfqhTvVxXSZXp7pAverjulTp21wQNwILJR1IEXhPBN7evoGklwD/AiyJiA3dHNRdEGbWaP3IA46IUUmnAKuAYWBFRNwu6SxgdUSsBD4L7A58U8U83b+MiDenjusAbGbN1qfZ0CLiMuCyCe+d0fb82J09Zs4AvLzzJgNVp/q4LpOrU12gXvVxXSYTXWdBZKGo8VyZZmZT8azd94uXv/gvOm535XV/c1OOfmt3QZhZo3WZhpZFlpFwncZUD7gu90j6iaSbJyRiD+r8KyRtkHRb23v7SLpC0h3lv3tnrMuZktaX1+dmSW8cUF0OkHR1Obb+dkkfKN8f+LVJ1GXg10bSbEk3SLqlrMunyvcPlHR9+Tv1dUkzp7suHepzgaS7267NokHUZ1J9mgtiOgw8AHc5pnrQjomIRZlSZy4Alkx473TgqohYCFxVvs5VF4DPlddnUXkjYhBGgQ9FxMHAEcD7ys9JjmtTVRcY/LXZCrwmIg4FFgFLJB0BfLqsy+8BmyhGYg1CVX0APtJ2bW4eUH12FECri0cmOVrAHcdUP5NExLXAwxPePh64sHx+IfCWjHXJIiLuj4gflc8fB35KMRx04NcmUZeBi8IT5cuR8hHAaygmgIHBfmaq6lMLIlB0fuSSIwBPNqY6y4e5FMDlkm6StCxjPdrNj4j7y+cPAPNzVgY4pZxib8WgukPaSXo+8BLgejJfmwl1gQzXRtKwpJuBDcAVwF3AIxExWm4y0N+pifWJiPFr8/fltfmcpFmDqs9vabU6PzLxbGhwVES8lKJL5H2SXpW7Qu2iSFPJ2aL4AvACij8v7wfOGeTJJe0OfAs4NSIeay8b9LWZpC5Zrk1EjEXEIorhsIcDvz+I83ZbH0mHAB8r63UYsA/w0TyVw10QE3Q1pnpQImJ9+e8G4FKKD3RuD0paAFD+29WwxukQEQ+Wv2At4HwGeH0kjVAEvK9GxL+Xb2e5NpPVJee1Kc//CHA1cCSwl6TxrKYsv1Nt9VlSdttEOR/Cv5Lx98pdEDt6ekx1eaf2RGBlhnogaa6kPcafA68DbkvvNRArgZPK5ycB38lVkfFgV3orA7o+KsZyfgn4aUSc21Y08GtTVZcc10bSvpL2Kp/PAY6j6JO+GvjjcrOBfWYq6vOzti9JUfRH5/u9qnEWxMDzgKvGVA+6HqX5wKXluO0ZwEUR8f1BVkDS14CjKeYjXQd8Ejgb+Iakk4F7gbdlrMvRZQpRAPcA7x1EXYBXAu8EflL2LwJ8nDzXpqouSzNcmwXAhWU20RDwjYj4nqQ1wMWS/o5iZYYvDaAuqfr8QNK+FFPy3gz8+YDqM0HeANuJR8KZWWPtOWdBHPm77+643ao1/+CRcGZm/VbnkXAOwGbWbA7AZmYZBNByADYzy6DeN+EcgM2s2RyAzcwyCGAs41C3DhyAzazBAsIB2MwsD3dBmJll4CwIM7OM3AI2M8vEAdjMLIMIGBvLXYtKDsBm1mxuAZuZZeIAbGaWQzgLwswsi4DwQAwzs0w8FNnMLIOIrMvOd+IAbGbN5ptwZmZ5hFvAZmY5eEJ2M7M8PBmPmVkeAYSHIpuZZRCekN3MLJuocReEosYd1GZmUyHp+8C8LjbdGBFLprs+EzkAm5llMpS7AmZmz1QOwGZmmTgAm5ll4gBsZpaJA7CZWSYOwGZmmTgAm5ll4gBsZpaJA7CZWSb/DxRFcfVLxgRpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:43<00:00,  2.13it/s, cost=1.46, loss1=0.0241, loss2=0.0207, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0241, loss2=0.0199, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0237, loss2=0.021, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0237, loss2=0.02, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0236, loss2=0.0198, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0234, loss2=0.0199, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0236, loss2=0.0215, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0235, loss2=0.0307, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.705]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0236, loss2=0.0254, loss_att=0.00347, loss_bd1=0.711, loss_bd2=0.706] \n"
     ]
    },
    {
     "data": {
      "image/png": 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u+txoKlOilis1m8rEkitDy63Q7DI0m9fgMWDfCWdmrdbkyXiGHQM2M7Mlcg/YzNqtwT1gJ2Aza68oW+XQjxOwmbVbg3vAHgM2s9YSo7sRQ9IWSfdIureehCy1309JCkmb+h3TPeDFDLuacmY2tH53o0empIpM6ReZ0q9Ykf7yzj03XWr2zLr0Cs2TM+lzo066beX+Q8m2iZlMbV/ma6HcCs25la27Xk35uDKCHrCkSeAa4AJgD7BD0vaI2L1gvxOBdwC3D3Jc94DNrL1GNxvaecC9EXF/RMwA11PNCrnQfwTeA6R7HD2cgM2s3boDbP2dCTzc83xP/dqzJH0fcFZE/O9BQ/MQhJm12oA93HWSdvY83xoRWwf+DGkCuBr4+aOJzQnYzNptsAS8PyJyF832Amf1PF9fvzbvROBc4NP1Ki6nA9slvSEiehP7EZyAzay9RjfZzg5gg6SzqRLvRcCbnv2YiAPAuvnnkj4N/Hou+YLHgM2s5UZxES4i5oBLgVuALwE3RMQuSVdKesOwsbkHPCa5EjUAZjKzdx18Ktk0MZ1ZQDNTojZ9KL1I5uQ3M7OhZRYl7a7KfDvlFjOdTseZK0ObWJkul8sunkru8zJXZI6BBWVtESP6skXEzcDNC167PLHv5kGO6QRsZq3mW5HNzEooPOF6P07AZtZaov9dqCU5AZtZu7kHbGZWRpNXxHACNrN2cwI+TiyhTClXpha5mb0OPJls0mSmzHsyXYo1eSBd2kam7C1OSJeF5WZtWxaZ/5/InOturjTeJWrHHE/IbmZWUIN/NzoBm1mreQzYzKwUJ2AzszLcAzYzKyEYdML1IpyAzay15hflbKq+CVjSNuDHgX0RcW792hXALwDfqHf7rXqmIBtWtowp/Ss8crOoZUqxID0bGrmZ2zKLh+Zu+cyWqE1kSr9y5yVTZqepzLe2MpFmPi9mMwunLlc3y+VtS9fgUzjIfMDXAlsWef19EbGx3px8zayRFNF3K6VvAo6I24DHxhCLmdloxYBbIUtZEeNSSV+QtE3SyamdJF0iaaeknbNk7ugyM1sGI1qWflkMm4D/FHgRsBF4BHhvaseI2BoRmyJi0zQrh/w4M7PhqNt/K2WoBBwRj0ZEJyK6wPuB80YblpnZiLRtCELSGT1PfxK4ezThmJmN0ADDDyWHIAYpQ/swsBlYJ2kP8LvAZkkbqX53PAj84jLGaLnSqMPpcfXIlVtlKFPalivvypZ+nbQ62fTM+hOTbVOH0iVxD70uvXjom//Vfcm2s1fuS7adPnUg2XbmVHrmubUT6ThXK93PmejzNXqOMuV7GROZosC5zGxwE0OOSk4rXfLYyS10mrHiBUO97Vs1uAytbwKOiIsXefkDyxCLmdlIHfM3YpiZHcvUbW4GdgI2s/byqshmZuV4RQwzs1LcAzYzK8MX4Wz55MqYMuVPw4pMSVz3yYPpUA6nS9tWff0byTYm0uVNGx5Ml6HdfvUZ6ba5U5Nt0cn8vTqbnkEud16ys8v1kVusdWjDfl8MWU42vPuXfoig0TPKOQGbWat5DNjMrADXAZuZlRLhIQgzs1LcAzYzK8UJ2MysDPeAzcxKCKDT3Aw8+kJRM7MGGdV8wJK2SLpH0r2SLluk/Vcl7a6XavuUpG/vd0wnYDNrt/lKiNzWh6RJ4Brgx4BzgIslnbNgt38ANkXE9wI3An/Y77hOwGbWaiPqAZ8H3BsR90fEDHA9cGHvDhFxa0Q8XT/9HLC+30GdgM2svQZfln7d/Ort9XbJgiOdCTzc83xP/VrK24H/0y88X4Qzs9YSoMEuwu2PiE0j+UzpZ4FNwKv67esEbGatptHcCbcXOKvn+fr6tSM/S3oN8NvAqyIivWBjbawJ+CCP7/9k3PhQ/XQdsH+cn99Hk+IZPJblqLA5cgKuI2NJTwiW983hw0nGUl6T4mljLH2rCPoa3YoYO4ANks6mSrwXAW/q3UHSS4H/DmyJiPTKrz3GmoAj4tl5ACXtHFWXfxSaFI9jWVyTYoFmxeNYUkYzF0REzEm6FLgFmAS2RcQuSVcCOyNiO/BHwBrgr1RNE/u1iHhD7rgegjCzVhvVnXARcTNw84LXLu95/JqjPaYTsJm1m2dDW9TWgp+9mCbF41gW16RYoFnxOJbFxMBVEEUou5SKmdkx7KQ1Z8YPfO+/67vfJz/7O3eUGLf2EISZtdqIytCWRZE74fpNajHmWB6U9EVJd0raWeDzt0naJ+nuntdOkfQJSV+t/z25YCxXSNpbn587Jb1+TLGcJenWenKTXZLeUb8+9nOTiWXs50bSCZL+XtJddSy/V79+tqTb65+pv5S0Yrlj6RPPtZIe6Dk3G8cRz6JGMBfEchl7Ah5wUotxe3VEbCxUOnMtsGXBa5cBn4qIDcCn6uelYgF4X31+NtZXgsdhDvi1iDgHeDnwS/X3SYlzk4oFxn9uDgM/EhEvATYCWyS9HHhPHcu/AB6nuhV2HFLxALyr59zcOaZ4jhRAd4CtkBI94L6TWhxPIuI24LEFL18IXFc/vg74iYKxFBERj0TE5+vHB4EvUd17P/Zzk4ll7KLyVP10ut4C+BGqGbhgvN8zqXgaQQSK/lspJRLw0U5qsdwC+LikOxaZgKOU0yLikfrx14HTSgYDXFrPcbptXMMhvSS9EHgpcDuFz82CWKDAuZE0KelOYB/wCeA+4ImImKt3GevP1MJ4ImL+3Pyn+ty8T9LKccXzLbrd/lshng0NXhkR30c1JPJLkn64dEC9oipTKdmj+FPgRVR/Xj4CvHecHy5pDfDXwDsj4snetnGfm0ViKXJuIqITERup5iM4D/iucXzuoPFIOhf4zTqulwGnAO8uExweglhgoEktxiUi9tb/7gNuovqGLu1RSWcA1P8OdF/5coiIR+sfsC7wfsZ4fiRNUyW8D0bE/6xfLnJuFoul5LmpP/8J4FbgfOC5kuarmor8TPXEs6Uetol6Qpo/p+DPlYcgjvTspBb1ldqLgO0F4kDSakknzj8GXgvcnX/XWGwH3lo/fivwkVKBzCe72k8ypvOj6mb6DwBfioire5rGfm5SsZQ4N5JOlfTc+vEq4AKqMelbgZ+udxvb90wini/3/JIU1Xh0uZ+rBldBjL0OODWpxbjjqJ0G3FRPnDEFfCgiPjbOACR9GNhMNSH0HuB3gauAGyS9HXgI+JmCsWyuS4gCeBD4xXHEArwC+Dngi/X4IsBvUebcpGK5uMC5OQO4rq4mmgBuiIiPStoNXC/p96mWxvnAGGLJxfO3kk6lmpL3TuDfjimeBcom2H58J5yZtdbaVWfE+d/xtr773bL7D3wnnJnZqDX5TjgnYDNrNydgM7MCAug6AZuZFdDsi3BOwGbWbk7AZmYFBNApeKtbH07AZtZiAeEEbGZWhocgzMwKcBWEmVlB7gGbmRXiBGxmVkAEdDqlo0hyAjazdnMP2MysECdgM7MSwlUQZmZFBIRvxDAzK8S3IpuZFRBRdNn5fpyAzazdfBHOzKyMcA/YzKwET8huZlaGJ+MxMysjgPCtyGZmBYQnZDczKyYaPAShaPAAtZnZUkj6GLBugF33R8SW5Y5nISdgM7NCJkoHYGZ2vHICNjMrxAnYzKwQJ2Azs0KcgM3MCnECNjMrxAnYzKwQJ2Azs0KcgM3MCvn/haDZDi4VipsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.47, loss1=0.0238, loss2=0.024, loss_att=0.00346, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.47, loss1=0.0237, loss2=0.0238, loss_att=0.00347, loss_bd1=0.71, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.47, loss1=0.0237, loss2=0.0238, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.704]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0234, loss2=0.0218, loss_att=0.00346, loss_bd1=0.711, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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t4GOVS2+KzIxfmUnEAGJROoVNE+nzTqxIjy7sZmY86yxNl02Mp8tGD6W//kXPp+u5+KkDyTIdTn/tIwczKWqZ1asjk9pmxw8xmCwISaPADcAFwC5gi6RNEbF9yn7LgfcBd8/kvG4Bm1l7DW4gxnnAjojYGRGHgVuoZoWc6t8BHwEOzuSkDsBm1m6D6YJYBTzS835X/dkLJL0GOCsi/nymVXMXhJm128wC7EpJW3veb4iIDTO9hKQR4DrgF46lag7AZtZqM+xi2BMRuYdmu4Gzet6fWX82aTlwDvAVVSvD/ACwSdKFEdEb2I/iAGxm7TaYNLQtwGpJZ1MF3ouBd79wiYhngJWT7yV9BfitXPAF9wGbWZtFlQXRb+t7mogJ4ApgM/At4NaI2CbpGkkXzrZ6bgEPS2ZxSYDILAQa+9Kzfunwqcmykcz/bncss4BmpsXQGU8fd2hFeja0I8tHk2UjR9IXHD2Yvm9L9kxdqvDvdSYyeX+eKe34MqD/7oi4Hbh9ymdXJfY9fybndAA2s1bzUGQzs1IcgM3MCii85FA/DsBm1lrCXRBmZsU4AJuZleIAbP1Sn2IiPSNYZ9++ZNmiHY8my5RZXHNxZqa03KKckVl4s3tCZlHOsXQaWu7eqJu5b0vSM8Hp+efTl8uds0+6YPq4Bv+UH+8a/F/jAGxm7eUVMczMCnIANjMro8nL0jsAm1mruQvCzKwED8QwMytoIQdgSRuBnwKeiIhz6s+uBn4Z+H6924fqmYJsPmRSnOK559LHZWZYYyQ9qxmL0t8WI7nUr4PpsjghUzaaSVHL0HimLovTqXR00ouHZmWOm5fUNnB62xw1fSTcTOYDvhFYP83n10fE2npz8DWzRlI3+m6l9A3AEXEXkJ541cysqWayIGfBFvJcVsS4QtI3JG2UdEpqJ0mXS9oqaesRMn8Sm5nNgwEtSz8vZhuA/wB4JbAWeAz4aGrHiNgQEesiYt0Y6T47M7N50eAW8KyyICLi8cnXkj4OfH5gNTIzG6CF/hDuRSSd0fP2Z4D7BlMdM7MBW8gtYEmfAs4HVkraBfwucL6ktVRVfwh47zzW0TK6Bw6kC5X+/apMGlo2hSs3c1lmFrWJE9PdT4dWpssOnpxOUTv9l55Mll3z8q8ky5aPpBfsHM80l8aVvmdjZMoy/w8jfdpAJ4xk/i9mqZNJixvN1HW259wf6Wc/o5n7tmLVrKpytFjgQ5Ej4pJpPv7EPNTFzGygmp4H7JFwZtZuDR7M4gBsZq3mFrCZWQmejMfMrJwF/RDOzGwhcwC2+ZN9wJD+zovMhGCRS207mBlOvveZZNHII+nFQ5dmUpiWZmZKm/hcOn3tw4d+LFnGfM1cljzlHP4Gno9FQjPpdPNBs5ztDm6Z+8UDP4QzMyvFD+HMzEpxADYzGz4PxDAzKyXKTrjejwOwmbVbc+OvA7CZtZu7IMzMSgjyaYeFzWVJIjOz5hvQfMCS1ku6X9IOSVdOU/4bkrbXS7XdIekH+53TAdjMWm0Qa8JJGgVuAN4JrAEukbRmym5/C6yLiH8E3Ab8p37ndQA2s1Yb0LL05wE7ImJnRBymGqZ3Ue8OEXFnRDxfv/0qcGa/kzoAm1l7DW5Z+lXAIz3vd9WfpVwG/O9+J/VDODNrrWogxowi7EpJW3veb4iIDbO6pvTzwDrgLf32dQA2s3ab2XxGeyJiXaZ8N3BWz/sz68+OIuntwIeBt0RkFsOrDTUA72Pvni/FbQ/Xb1cCe4Z5/T6aVJ/B1GUw2TeDqUtm9rWso9fPPLouB2dfnQFZmN8z85+VdXRdZj/BXN8sgpmYYQu4ny3AaklnUwXei4F3H3Ud6dXAHwLrI+KJmZx0qAE4Ik6dfC1pa5/fOEPVpPq4LtNrUl2gWfVxXRIGtCJGRExIugLYDIwCGyNim6RrgK0RsQn4z8Ay4E9UTfn53Yi4MHded0GYWYsNbi6IiLgduH3KZ1f1vH77sZ7TAdjM2s0Tsk9rVk8Y51GT6uO6TK9JdYFm1cd1mU40e0kiRYN/O5iZzcVJy1bF68791333+9Jf/dt7SvRbuwvCzNqtwW3MIiPh+k1qMeS6PCTpm5LunZKIPazrb5T0hKT7ej57iaQvSnqg/veUgnW5WtLu+v7cK+knh1SXsyTdWU9usk3S++rPh35vMnUZ+r2RNC7pa5K+Xtfl9+rPz5Z0d/0z9WlJi+e7Ln3qc6OkB3vuzdph1GfaOna7fbdShh6AZzipxbC9NSLWFkqduRFYP+WzK4E7ImI1cEf9vlRdAK6v78/a+knwMEwAvxkRa4DXA79Sf5+UuDepusDw780h4Mcj4lxgLbBe0uuBj9R1eRWwl2oo7DCk6gPw2z335t4h1edoQZWH3G8rpEQLuO+kFseTiLgLeGrKxxcBN9WvbwJ+umBdioiIxyLib+rX+4BvUY29H/q9ydRl6KKyv347Vm8B/DjVDFww3O+ZVH0aQQSK/lspJQLwsU5qMd8C+IKkeyRdXrAevU6PiMfq198DTi9ZGeCKeo7TjcPqDukl6RXAq4G7KXxvptQFCtwbSaOS7gWeAL4IfAd4OiIm6l2G+jM1tT4RMXlv/n19b66XtGRY9XmRiP5bIZ4NDd4cEa+h6hL5FUn/uHSFekWVplKyRfEHwCup/rx8DPjoMC8uaRnwp8D7I+LZ3rJh35tp6lLk3kREJyLWUs1HcB7wD4Zx3ZnWR9I5wAfrer0WeAnwgYIVdADuMaNJLYYlInbX/z4BfIbqG7q0xyWdAVD/O6Nx5fMhIh6vf8C6wMcZ4v2RNEYV8P44Iv5X/XGRezNdXUrem/r6TwN3Am8ATpY0mdVU5Geqpz7r626bqCek+R+U+rlyH/CLvDCpRf2k9mJgU4F6IOlEScsnXwPvAO7LHzUUm4BL69eXAp8rVZHJYFf7GYZ0f1QNpv8E8K2IuK6naOj3JlWXEvdG0qmSTq5fLwUuoOqTvhP42Xq3oX3PJOrz7Z5fkqLqjy72c9XkLIih5wGnJrUYdj1qpwOfqSfOWATcHBF/McwKSPoUcD7VfKS7gN8FrgVulXQZ8DDwcwXrcn6dQhTAQ8B7h1EX4E3Ae4Bv1v2LAB+izL1J1eWSAvfmDOCmOptoBLg1Ij4vaTtwi6Tfp1oa5xNDqEuuPl+WdCrVlLz3Av9qSPWZomwXQz8eCWdmrbVi6Rnxhlf9Yt/9Nt/3HzwSzsxs4Bo8F4QDsJm1Wsk8334cgM2s3RyAzcwKiIBOc/sgHIDNrN3cAjYzK8QB2MysgAAGtCbcfHAANrMWCwj3AZuZDV/gh3BmZsW4D9jMrBAHYDOzEpo9GY8DsJm1VwAFp5vsxwHYzNrNLWAzsxI8FNnMrIyAcB6wmVkhHglnZlaI+4DNzAqIcBaEmVkxbgGbmZUQRKdTuhJJDsBm1l4Nn45ypHQFzMzmVXT7bzMgab2k+yXtkHTlNOVLJH26Lr9b0iv6ndMB2MxaK4DoRt+tH0mjwA3AO4E1wCWS1kzZ7TJgb0S8Crge+Ei/8zoAm1l7RQyqBXwesCMidkbEYeAW4KIp+1wE3FS/vg14myTlTuo+YDNrtQE9hFsFPNLzfhfwutQ+ETEh6RngpcCe1EkdgM2stfaxd/OX4raVM9h1XNLWnvcbImLDfNVrkgOwmbVWRKwf0Kl2A2f1vD+z/my6fXZJWgSsAJ7MndR9wGZm/W0BVks6W9Ji4GJg05R9NgGX1q9/FvhyRH4UiFvAZmZ91H26VwCbgVFgY0Rsk3QNsDUiNgGfAD4paQfwFFWQzlKfAG1mZvPEXRBmZoU4AJuZFeIAbGZWiAOwmVkhDsBmZoU4AJuZFeIAbGZWiAOwmVkh/x/EDh2LEUkfgwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0237, loss2=0.022, loss_att=0.00345, loss_bd1=0.711, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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eZcu8XZ0J7Ol5v7f+7NvHkl4MnB0Rf9Vv/5wFsZBFpjBl06IaKqzFoUPJNmXSwrrPWpXe51j6HviZNem0t9mp9D4njqb/vzZxKJ0uN3ko/TTlsUOZ1LbD6YFE7Plaum1mcRXWrIX6+3U+EBGNc7YpksaA9wI/dzzbeQRsZu01uGpo+4Cze96fVX82Zw1wPvBpSQ8CFwHbmy7EeQRsZu02mFuN7wLOlXQOVeC9FHjTXGNEfAtYN/de0qeB34yIHbmdegRsZq02iBFwRMwClwO3AF8APhwROyVdLemNi+2bR8Bm1m4DuhMuIm4Gbp732ZWJdS/uZ58OwGbWXn4qsplZOaNcC8IBeJByD/psqLDWfTJdEWxMjyfbJk47Kb3PzAM7IzP731mRSV9bnd7wyNpMRbcjk8m28Zl02tvkoTXJtlWPPpZs63wrnfa2aK6wdmIa4W+bA7CZtVrJgutNHIDNrL08B2xmVobqZVQ5AJtZu3kEbGZWhrMgzMxKcQC2phSmmE2nTXUPph/oObZnf7JtfCL97Z2cSKeMTa2eSrbFynQ6WWdVui0yDwjNnRt1Muct8/Up85DT6C72N3KRl9OdvlZOOAvCzKycEf775wBsZq3mOWAzs1IcgM3MyvAI2MyshGBQBdmXhQOwmbXW3EM5R1VjAJa0DXgDsD8izq8/uwp4K/CNerV31cWKbbFyldRmZ9NtB9MP84xMKpaUuUEz8yDMsamV6X2uSrfFqvSDRSNTtS1HU+l0Oa1IV5fL3praTQ+XopMZSkVmu0WnvQHdfBU968MIB+B+Hkl0HbBpgc/fFxEb6sXB18xGkiIal1IaA3BE3AE8OoS+mJkNVvS5FLKUh3JeLunzkrZJelZqJUlbJO2QtGOGo0s4nJnZ8RvQY+mXxWID8PuB5wEbgIeB96RWjIitEbExIjZOkp4jNDNbDuo2L6UsKgBHxCMR0YmILvAB4MLBdsvMbEDaNgUh6Yyetz8G3DeY7piZDVAf0w8lpyD6SUP7EHAxsE7SXuB3gYslbaD62/Eg8IvL2EfL6B4+nG7MpZop/bdXR9Nz9WPd9ENANZ7eZ0ylK6U9dXr6oZyHviP9I/qiax9Itl22/v8m2yaVTu0azwyHJhf5f9WxzD7HG37714+lv4erx9LndKXSbQc6Tybbcl/hk5l0ul0z65Jt9x05O9mW+1586nsznTkeI5yG1hiAI2LzAh9/cBn6YmY2UCf8jRhmZicyLeVGmGXmAGxm7eWnIpuZleMnYpiZleIRsJlZGb4IZ2XkioxEOv0njqbbOpkUNb6ZKRmSSYlbeW96s6lMRbd9H1mdbLuaVyXbIvcQ0FzqXk4mXSyX8perogYNFdg6me9hpk0r0pXpsl9/rrreSenvRWQe8pp/YOmtmbY+RdMxynIANrNW8xywmVkBzgM2MyslwlMQZmaleARsZlaKA7CZWRmjPAJeyhMxzMxGWwCdaF76IGmTpC9J2i3pigXaf13SrvpJQbdJ+q6mfToAm1mrDaIesKRx4FrgdcB5wGZJ581b7R+BjRHx/cBNwH9u2q8DsJm121wmRG5pdiGwOyLuj4hp4EbgkmMPE7dHxFyB7r8HzmraqQOwmbVanyPgdXMPD66XLfN2cyawp+f93vqzlMuAv27qmy/CmVl79V+O8kBEbBzEISW9GdgIvLJpXQdgM2stAerzIluDfUDvs5XOqj879njSq4HfAV4ZEZnCKRVPQZhZqymicenDXcC5ks6RtAK4FNh+zHGkFwF/CLwxIvb3s9OhjoAP8tiBT8VND9Vv1wEHhnn8BqPUn/b1ZbGDkGMLqRzbl28tvjsDcmJ+n55ahqMfWwhvUOelMY2r0YCeiBERs5IuB24BxoFtEbFT0tXAjojYDvwX4GTgI3VVua9GxBtz+x1qAI6I9XOvJe0Y1JzLIIxSf9yXhY1SX2C0+uO+pAyuFkRE3AzcPO+zK3tev/p49+k5YDNrtVG+E84B2MzazdXQFrS14LEXMkr9cV8WNkp9gdHqj/uykBhYFsSyUO7xLGZmJ7JTTj4zXvr9/7ZxvU995t/fXWLe2lMQZtZqfaaZFVEkD7ipqtCQ+/KgpHsl3SNpR4Hjb5O0X9J9PZ+tlfRJSV+u/31Wwb5cJWlffX7ukfT6IfXlbEm319Wldkp6W/350M9Npi9DPzeSpiT9g6TP1X35vfrzcyTdWf9O/Wmdq7rsMv25TtIDPedmwzD6s6DB1IJYFkMPwH1WFRq2V0XEhkKpM9cBm+Z9dgVwW0ScC9xWvy/VF4D31ednQ52KMwyzwG9ExHnARcAv1z8nJc5Nqi8w/HNzFPihiLgA2ABsknQR8O66L98NPEZVi2AYUv0B+K2ec3PPkPpzrKDKJW9aCikxAm6sKvRMEhF3MD+NvTof19evrwd+tGBfioiIhyPis/Xrg8AXqIqfDP3cZPoydFE5VL+drJcAfoiqBCIM92cm1Z+RIJrvgis5RVEiAB9vVaHlFsCtku5eoAJSKadHxMP1668Dp5fsDHB5XWR627CmQ3pJei7wIuBOCp+beX2BAudG0rike4D9wCeBrwCPR8RsvcpQf6fm9yci5s7Nf6zPzfskrRxWf56m221eCnEtCHhFRLyYakrklyX9YOkO9YoqTaXkiOL9wPOo/nv5MPCeYR5c0snAnwFvj4gnetuGfW4W6EuRcxMRnYjYQFUQ5kLghcM4br/9kXQ+8M66Xy8B1gLvKNM5PAUxT19VhYYlIvbV/+4HPkr1A13aI5LOAKj/7auwx3KIiEfqX7Au8AGGeH4kTVIFvD+JiD+vPy5ybhbqS8lzUx//ceB24GXAaZLmspqK/E719GdTPW0TdUWwP6bg75WnII7VWFVoWCSdJGnN3GvgtcB9+a2GYjvwlvr1W4CPlerIXLCr/RhDOj+qqpl8EPhCRLy3p2no5ybVlxLnRtJ6SafVr1cBr6Gak74d+Il6taH9zCT688WeP5Kimo8u93s1wlkQQ88DTlUVGnY/aqcDH61+RpgAboiITwyzA5I+BFxMVZF/L/C7wDXAhyVdBjwE/GTBvlxcpxAF8CDwi8PoC/By4GeAe+v5RYB3UebcpPqyucC5OQO4vs4mGgM+HBEfl7QLuFHS71M9m+yDQ+hLrj9/I2k9VUnee4BfGlJ/5ikbYJv4Tjgza61TV50RL/sXP9+43i27/pPvhDMzG7RRvhPOAdjM2s0B2MysgAC6DsBmZgWM9kU4B2AzazcHYDOzAgLoFLzVrYEDsJm1WEA4AJuZleEpCDOzApwFYWZWkEfAZmaFOACbmRUQAZ1O6V4kOQCbWbt5BGxmVogDsJlZCeEsCDOzIgLCN2KYmRXiW5HNzAqIKPrY+SYOwGbWbr4IZ2ZWRngEbGZWgguym5mV4WI8ZmZlBBC+FdnMrIBwQXYzs2JihKcgFCM8QW1mthSSPgGs62PVAxGxabn7M58DsJlZIWOlO2Bm9kzlAGxmVogDsJlZIQ7AZmaFOACbmRXiAGxmVogDsJlZIQ7AZmaFOACbmRXy/wFW3s6aQAmheQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0249, loss2=0.0223, loss_att=0.00344, loss_bd1=0.709, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0247, loss2=0.0217, loss_att=0.00343, loss_bd1=0.709, loss_bd2=0.705] \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0237, loss2=0.0219, loss_att=0.00344, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0239, loss2=0.0224, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0237, loss2=0.022, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0238, loss2=0.0212, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAADuCAYAAAAHrN1QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHGxJREFUeJzt3X28XVV95/HP997ckBASHibARECkNmIzWMDyINWp+IDGTgtqHyZx2sGpLXZe4mNbBdtBSucBbZFXX69hOkabwZkRUXGs0ckIgnRoR8UEBSEgEsJTwkOIBBMgyX04v/lj74snl7PWPrn33LNPdr7v12u/7jln7bP2uvve+zvrrv3baykiMDOz/huquwFmZgcqB2Azs5o4AJuZ1cQB2MysJg7AZmY1cQA2M6uJA7CZWU0cgM3MauIAbGZWkzl1N8DMbLa8+XUL4idPTVTud9sP91wfEcv70KS9OACbWWNte2qCW68/tnK/kSX3L+5Dc17AAdjMGiyYiFbdjUhyADazxgqgxeBOOOYAbGaN1sI9YDOzvguCMQ9BmJn1XwATHoIwM6uHx4DNzGoQwMQAr/rjAGxmjTa4I8AOwGbWYEEM9Biw54Iws8aKgLEutm5IWi7pXkkbJV3UofzFkm6W9ANJP5T0q1V1OgCbWYOJiS62ylqkYeAq4C3AMmClpGVTdvsz4IsRcSqwAvgvVfU6AJtZYwXQiuqtC2cAGyNiU0SMAtcC53U43KLy8aHAo1WVegzYzBqtmx4usFjS+rbnqyJiVdvzY4BH2p5vBs6cUselwA2S3gssAN5YdVAHYDNrrOJGjK4C8LaIOG2Gh1sJXB0RV0g6C/gfkk6KSN+K5wBsZo0VwFj0ZKR1C3Bc2/Njy9favQtYDhAR35E0D1gMbE1V6jFgM2usQEwwVLl1YR2wVNIJkuZSXGRbM2Wfh4E3AEj6BWAe8GSuUveAzazRWtHVEERWRIxLuhC4HhgGVkfEBkmXAesjYg3wR8CnJX2QovP9zoj8bXgOwGbWWPswBlxdV8RaYO2U1y5pe3w38Op9qdMB2MwaTEz0Zgx4VjgAm1ljFStiOACbmfVdhBiN4bqbkeQAbGaN1urRGPBscAA2s8YqLsJ5CMLMrAaDfRFucFtmBxRJL5EUktwpsJ6ZvAhXtdXFAdj2S5I+KGmTpB2SHpV0ZXvwlvTLkr4naWc5N+tr6myv1WciVLnVxQHY9ldrgFdGxCLgJOBk4H0Ako4Avgb8JXAY8Anga5IOr6mtVpNAjMWcyq0uDsDWkaQXSfqypCclPSDpfW1ll0q6TtIXyh7m9yWd3Fb+C5L+XtLTkjZIOretbL6kKyQ9JOmnkv5R0vy2Q/8rSQ9L2ibpT1Pti4j7I+LpyWoplv76+fL5LwOPR8SXImIiIv4nxT35b5/5mbH9yeRFuB7MBTErHIDtBSQNUfQg76CYB/UNwAckvbltt/OALwFHANcAfydpRNJI+d4bgKOA9wKfk3Ri+b6/An6JIkgeAXyYvddNfA1wYnnMS8pJTVLtfIekHcA2ih7wp9qLp+5O0VO2A0hQPfzgIQgbNKcDR0bEZRExGhGbgE9TzAA16baIuC4ixoBPUsz89KpyOwS4vHzvt4CvUyzhMgT8HvD+iNhS9k6/HRF72ur984jYFRF3UHwAnExCRFxTDkG8DPivwBNl0XeAF0laWX4onA+8FDh4pifG9j+DfBHOV5ytk+MpAtjTba8NA//Q9vz51QEioiVpM/CiybIpk1A/RNGTXkwRqO/PHPvxtsfPUQTzrIi4T9IGijW43h4RP5F0HkVv+yqKGaxupFjFwA4gEQx0GpoDsHXyCPBARCzN7PP85NRlz/ZYfrYG1nGShtqC8IuBH1MMFeym6I3e0eM2zynrBSAi/i9FT54yO2ITcEWPj2kDrrgIN7i3Ig/uR4PV6XvATkkfKS+aDUs6SdLpbfv8kqS3l8HtA8Ae4LvArRQ91w+X//6fDfw6cG0ZkFcDnywv8g1LOkvSQfvaQEm/L+mo8vEy4GLgprbyU8vjL6LoCT8SEddP41zYfs4X4Wy/EhETwK8BpwAPUPRcP0Ox0uukrwL/EtgO/C7Fv/5j5Yqxv06xfPc2imGBfx0RPyrf98fAnRQrDDwFfJzp/R6+GrhT0rMUc7SuBT7aVv7h8viPAEuAt03jGLafC0Qrqre6eAjCOoqIRykWGUzZHRG/k3jvBuC1ibJdFD3mD0wpepApmQsRcXamff8m0zYiItd2O4AM8lwQg9syM7MZCqAVQ5VbNyQtl3SvpI2SLupQfqWk28vtx1MuYnfkHrCZNZh6siSRpGGKjJpzKLJp1klaUy5DBEBEfLBt//cCp1bV6wBs+ywiLq27DWbdKJal70kWxBnAxjInHknXUtyMdHdi/5XAx6oqdQA2s8aKULdDDIslrW97vioiVrU9P4a23HeKXvCZnSqSdDxwAvCtqoM6AJtZo3V5I8a2iDitR4dcAVxXZhNlzSgAS1oO/DXFXVKfiYjLc/vPHZof84cXdi5stTq/DsXtLKmi6mbuu8zxssNJs9IYswPTTrZvi4gjZ1JHMR9wT9LMttB28xHFjUdbEvuuAN7TTaXTDsDdDEpPNX94IWct/q2OZfHcrvTBxsaSRTGRCdzTFBPpDy4NpX+Yufdlg7qZvcCNcd1DM6+lZytirAOWSjqBIvCuAN7xgqNJLwcOp5iPpNJMWvb8oHSZfD85KG1mNhCKNLSZ34gREePAhRTzitwDfDEiNki6rH26VYrAfG1Edz2umQxBdDUoLekC4AKAeUOV86qYmfVML+eCiIjJOy7bX7tkyvNL96XOWb8IV15JXAVw6MhR/j/czPqqzukmq8wkAO/LoLSZWd8V01HWN9dDlZkE4K4Gpc3M6lTnZDtVph2AI2Jc0uSg9DCwupyEJWli4UHs+OcndCxTJplhzrPp7ILhPek3Du1Jv2/OU88my2LzY+nGZMSu3ZnCypRAM+uxYja0Zg5BdByUNjMbFMWtyA0NwGZmg63BPWAzs0HXozvhZoUDsJk1VpOzIMzMBp6HIMzMajC5Jtyg6msAnpgLO47vfFvgWGKSNICRHelbCYf3ZN73TPrGu0M3pT8VRx7bmq7UzPYbAYy7B2xmVg8PQZiZ1aHmZeerOACbWWP1cEL2WeEAbGaN5h6wmVkNJidkH1SDOzptZjZDgRhvDVVu3ZC0XNK9kjZKuiixz29LulvSBknXVNXZ1x7w8J7gsPvHO5a15qQ/pbJlmcnuczOsjS1Kf+tzDz80/caModHRZFkrM2sb4DXjzGZJL8aAu1kDU9JS4GLg1RGxXdJRVfW6B2xmzRW9WROO7tbA/APgqojYDhARlTcUOACbWWPtw6KciyWtb9sumFJVpzUwj5myz8uAl0n6f5K+K2l5Vft8Ec7MGq3LHu62iDhthoeaAywFzqZYou0WSa+IiKdzbzAza6RATHR5ka1CN2tgbgZujYgx4AFJP6YIyOtSlXoIwswarYUqty48vwampLkUa2CumbLP31H0fpG0mGJIYlOuUveAzayxInqTB5xaA1PSZcD6iFhTlr1J0t3ABPAnEfGTXL39TUN7bpyFdzzRuTCThtVadHCyLOamv4WJeemy8QWZsiWHJ8s0kW5nJiMOnsz+HGjt2pUudIqa2bRFj27E6LQGZkRc0vY4gA+VW1fcAzazBvNkPGZmtelVD3g2OACbWWNFwETLAdjMrBaejtLMrAaBhyDMzGrS4Itwkh4EdlLkvI1X3srXmiB27OxcNjGRfNvQnvQsYxw0N/2++Qcly2IkvQro9hMXJMuGR9MpYSMvmp8sO2RjOpUOYOjhR5NlkUlRi1YmRS0yM7A5tc0OEIP8q96LHvDrImJbD+oxM+s5D0GYmdWgyIIY3BkXZtqyAG6QdFuH6dsAkHTB5BRvo63dMzycmdm+iaje6jLTHvBrImJLOfP7NyX9KCJuad8hIlYBqwAOHTlygEdjzKyJBnkIYkY94IjYUn7dCnyFYtZ4M7OBEIiI6q0u0w7AkhZIWjj5GHgTcFevGmZm1gvRxVaXmQxBHA18RdJkPddExDey72gFsavzOHBk0tA0kU6nUm4WsWfTKWrpEph/SOa0ZH5arbnpT9Lxw9IpagAjT6VT31qtTDrZ6Fi6LPPJnjvfA523Y7YvAqKJtyJHxCbg5B62xcys5wZ5DNhpaGbWaIP8D93gJsiZmc3Q5FwQvbgIJ2m5pHslbZR0UYfyd0p6UtLt5fb7VXW6B2xmzRVkr4V0S9IwcBVwDsXim+skrYmIu6fs+oWIuLDbet0DNrNG69GNGGcAGyNiU0SMAtcC5820bQ7AZtZgIlrVWxeOAR5pe765fG2q35D0Q0nXSTquQ/le+joEEdEiRjvPbJZLi4qx8WSZhjInbzh96/NQK328+fMySWrD6ePtWZxONRtbOJKuExg++ohk2dCc9I8pdiZmlwMik77H7j2Z9+VS1DzDmu1nuvu1XCxpfdvzVeVdvPvia8DnI2KPpHcDnwVen3uDx4DNrLmi6zS0bRXT6W4B2nu0x5av/exQey9B/xngE1UH9RCEmTVbb26FWwcslXSCpLnACmBN+w6SlrQ9PRe4p6pS94DNrOFmngUREeOSLgSuB4aB1RGxQdJlwPqIWAO8T9K5wDjwFPDOqnodgM2s2TKXLfZFRKwF1k557ZK2xxcDF+9LnQ7AZtZcPcoDni0OwGbWaIOcnNPfAByZFKfcWYpMilru34tMOlVrR/p4Q48+mSzTUPq65bzRw5Jle45Kz3YGsGtJunzkkHRa3MjW9MKjQ+OZ87bz2XTZc88ly3I/p1YmtS3LqW02mwb4V8g9YDNrNg9BmJnVQ+4Bm5nVIARNnJDdzGy/4B6wmVlNHIDNzGriANymn2lFmWNlZ/zak5kpbHg4Wabd6QUyY05+2o1njkn/KIbG02WHzEu3Z86u9Pc4Z34mfe2n6bS3GEt/j7nvcLqz3WVvY3KKmlXxjRhmZvVxFoSZWV0cgM3M6uEesJlZXTwGbGZWg+4nXK+FA7CZNdsAB+DKJYkkrZa0VdJdba8dIembku4rvx4+u800M5setaq3unTTA74a+M/Af2977SLgpoi4XNJF5fOP9L55syizKnLrmfRUjWTygIcy+awHZ3NdYc4z6c+wsUWZFZUzq0K35qY/X8cPnZcsG87kLGs0s0J1sgQ0msmR3rUrXZZZ2TnG03U6R9ie16NfBUnLgb+mWJLoMxFxeWK/3wCuA06PiPWd9plU2QOOiFso1jdqdx7FksuUX99aVY+ZWb8putsq65GGgauAtwDLgJWSlnXYbyHwfuDWbto33VWRj46Ix8rHjwNHT7MeM7PZFareqp0BbIyITRExClxL0RGd6i+AjwO7u6l0xsvSR0T2OqOkCyStl7R+jGmumGBmNl3dLUu/eDJOldsFU2o5Bnik7fnm8rXnSXolcFxE/O9umzbdLIgnJC2JiMckLQG2pnaMiFXAKoBFOsIDc2bWV13eiLEtIk6b9jGkIeCTdLEUfbvp9oDXAOeXj88HvjrNeszMZk/0LAtiC3Bc2/Njy9cmLQROAv5e0oPAq4A1krJBvZs0tM8D3wFOlLRZ0ruAy4FzJN0HvLF8bmY2eLobgqiyDlgq6QRJc4EVFB3R4hARP42IxRHxkoh4CfBd4NyqLIjKIYiIWJkoekNXzd4PZaeqbGVWBc6UDW1/OnvMuUpfCBgaXZgsG1uUnjqyNZJJQ5ufTqfj0HSdw6Pp7sLIvPT7hnamV1oeeiYz/eWe0WRZa+fO9PvG82l/dgDpwcBnRIxLuhC4niINbXVEbJB0GbA+Itbka+jMd8KZWaP1ajKeiFgLrJ3y2iWJfc/ups4ZZ0GYmdn0uAdsZs02wLlXDsBm1lxR71wPVRyAzazZ3AM2M+s/4RUx9j+5mbQis7pvpP/Xae3K328+tCOdUjU8kv4xjR6RntVs4qD0MZ9bnE5DGz0s/b7cv3Oh9ErLhzyaTqWbuzN9TuduT6ehzbn3kWTZxFPbk2VZnkWteQb4R+oAbGbN1eVsZ3VxADazZvNFODOzergHbGZWFwdgM7MaeFVkM7P6eAjiQJFJYYrRdDoVwMRT6dnShp5LL1p5cG6xy8zsZPMfS6evjR2WTicbW5BOX9vx4kzZ8elpRyYOSpcNj6YXJF0ycnyybOSOTLpg7pxlZsKL3MKqmRTELKe9zb4BPsUOwGbWaL4V2cysDh4DNjOrh8ptUHk+YDNrtt4sSYSk5ZLulbRR0kUdyv9Q0p2Sbpf0j5KWVdXpAGxmjaao3irrkIaBq4C3AMuAlR0C7DUR8YqIOAX4BMUqyVkOwGbWbL3pAZ8BbIyITRExClwLnLfXYSJ2tD1d0E3NHgPul6p0o8wsa61d6TS0ePTxZJnmpH+8w8PplLFc2fyD0qlti27PzMz2T9KzoU3MS7ezNTfdFo2lL29rwYJkGXP2pN+XWcwzhqeXvkaurEK23mlXOsBXpXqt+wnZF0tqX8F4VUSsant+DNA+/d5m4MyplUh6D/AhYC7w+qqDOgCbWbN193mzLSJOm/GhIq4CrpL0DuDPgPNz+3sIwswarRdjwMAW4Li258eWr6VcC7y1qlIHYDNrtt6MAa8Dlko6QdJcYAWwpn0HSUvbnv4L4L6qSj0EYWaN1ou5ICJiXNKFwPXAMLA6IjZIugxYHxFrgAslvREYA7ZTMfwADsBm1mRBzyZkj4i1wNopr13S9vj9+1qnA7CZNdZ+vyinpNXArwFbI+Kk8rVLgT8Anix3+2j56WCzITfLWm6GrlbmfaRTqhjKLMq5J5PClZm1bTgzA9nw3PSMZ5ErOyjz6zuUvryRS88LZd6XPhpMpNPlGMukr1WlhGV+htN3gM3cNsDN7uYi3NXA8g6vXxkRp5Sbg6+ZDSRFVG51qQzAEXEL8FQf2mJm1lvdZEDU2EOeSRrahZJ+KGm1pMNTO0m6QNJ6SevHSP/7amY2G3qUBzwrphuA/wZ4KXAK8BhwRWrHiFgVEadFxGkjpFdaMDObDWpVb3WZVgCOiCciYiIiWsCnKSaqMDMbPE0bgpC0pO3p24C7etMcM7Me6mL4oc4hiG7S0D4PnE0xW9Bm4GPA2ZJOofjseBB49yy20XJamUUkp7tQZCYVKzuzVytzvMwsYyyYnywaOyo9i9r9K9Izs334df+QLHvFvEeSZf90+Llk2aGZ9Lyc3Zmr7GNVWWiZsiXD6e//4KF02ZefWZQsu+Hpf5Ysu/HHL0+WHX91ZmHV3enfGU1kTsC3r0uX7YsBTkOrDMARsbLDy387C20xM+up/f5GDDOz/Zlm5WaW3nAANrPm8qrIZmb1qTPNrIoDsJk1m3vAZmb18EU4q8d0JxnJLBCay2yLXKrZ7t3psie2JouG7kunfp34/YOTZWvmp1Om1ky8LN2WnOHpzbDGSHpGt1ydADEnsyjpnsyMdpmUwNbiQ5NlY0ekUwKPWpJObXvknPTPKeZkZuXLZfZ9O1PWrWCgZ3HzkkRm1mi9uhVZ0nJJ90raKOmiDuUfknR3OUfOTZKOr6rTAdjMGmsyD3imd8JJGgauAt4CLANWSlo2ZbcfAKdFxC8C1wGfqKrXAdjMmiuiu63aGcDGiNgUEaMUqx6ft/eh4uaImLyV8rsUKydnOQCbWaP1aC6IY4D2e9g3l6+lvAv4P1WV+iKcmTVbdwF2saT1bc9XRcSq6RxO0u8ApwGvrdrXAdjMGq3LHu62iDgtU74FOK7t+bHla3sfq1iW/k+B10ZE5QoUDsBm1lwB5GZc6946YKmkEygC7wrgHe07SDoV+BSwPCLSuZVtHIDNrNF6cSNGRIxLuhC4HhgGVkfEBkmXAesjYg3wl8AhwJckATwcEefm6nUANrNm69GNGOXq72unvHZJ2+M37mudDsBm1mi+FdnMrA6ejtLMrB6iYtmjmjkAm1mjaYAn4+lrAN7J9m03xnUPlU8XA9v6efwKg9Qet2XS3n87e7flmcz7cmW9s3/+nDbPwtE/N8225FVOZlPJQxA/ExFHTj6WtL4i8bmvBqk9bktng9QWGKz2uC0pXc/1UAsPQZhZozkLwsysLu4BdzStiS5m0SC1x23pbJDaAoPVHrelkxjsLAjFAH86mJnNxKJDjokzf/HfVu5343f+3W11jFt7CMLMGm2Q09BqmZC9am2lPrflQUl3Srp9ynyg/Tr+aklbJd3V9toRkr4p6b7y6+E1tuVSSVvK83O7pF/tU1uOk3RzucbWBknvL1/v+7nJtKXv50bSPEnfk3RH2ZY/L18/QdKt5d/UFySlV9DsT3uulvRA27k5pR/t6ag3K2LMir4H4C7XVuq310XEKTWlzlwNLJ/y2kXATRGxFLipfF5XWwCuLM/PKeWEJP0wDvxRRCwDXgW8p/w9qePcpNoC/T83e4DXR8TJwCnAckmvAj5etuXnge0UKzL0Q6o9AH/Sdm5u71N79hZAq4utJnX0gCvXVjqQRMQtwFNTXj4P+Gz5+LPAW2tsSy0i4rGI+H75eCdwD8USMH0/N5m29F0UJm8zGSm3AF5PsRAk9Pd3JtWegSACRfVWlzoC8L6urTTbArhB0m2SLqixHe2OjojHysePA0fX2RjgwnKp7dX9Gg5pJ+klwKnArdR8bqa0BWo4N5KGJd0ObAW+CdwPPB0R4+Uuff2bmtqeiJg8N/+hPDdXSjqoX+15gVarequJF+WE10TEKymGRN4j6VfqblC7KNJU6uxR/A3wUop/Lx8DrujnwSUdAnwZ+EBE7Ggv6/e56dCWWs5NRExExCkUy+KcAby8H8fttj2STgIuLtt1OnAE8JF6GoeHIKboam2lfomILeXXrcBXKH6h6/aEpCUA5deuljeZDRHxRPkH1gI+TR/Pj6QRioD3uYj4X+XLtZybTm2p89yUx38auBk4CzhM0mRWUy1/U23tWV4O20S5Ltp/o8a/Kw9B7O35tZXKK7UrgDU1tANJCyQtnHwMvAm4K/+uvlgDnF8+Ph/4al0NmQx2pbfRp/OjYk2XvwXuiYhPthX1/dyk2lLHuZF0pKTDysfzgXMoxqRvBn6z3K1vvzOJ9vyo7UNSFOPR9f1d9SgLoip7S9KvSPq+pHFJv9mpjqn6ngecWlup3+0oHQ18pfgdYQ5wTUR8o58NkPR54GyKZbE3Ax8DLge+KOldwEPAb9fYlrPLFKIAHgTe3Y+2AK8Gfhe4sxxfBPgo9ZybVFtW1nBulgCfLbOJhoAvRsTXJd0NXCvp3wM/oPjA6IdUe74l6UiKKXlvB/6wT+2ZojdpZm3ZW+dQjLGvk7QmIu5u2+1h4J3AH3ddr++EM7OmOnT+kjjr536vcr/r7/6P2TvhJJ0FXBoRby6fXwwQEf+pw75XA1+PiOumlk3lO+HMrNG6HONdrL1vxFoVEe1zWnTK3jpzpm1zADazZusuAG/zXBBmZr0UQKsnw6yzkr3lPGAza7AuMiC66yHPSvaWA7CZNVsPAnB5l+Fk9tY9FNkeGyRdJulcAEmnl9lDvwV8SlJldpeHIMysuQKY6M2tbuVkS2unvHZJ2+N1FEMTXXMANrMGC4ga7zWu4ABsZs02wPc6OACbWXP1LgtiVjgAm1mzuQdsZlYTB2AzsxpEwMRE3a1IcgA2s2ZzD9jMrCYOwGZmdQhnQZiZ1SIgfCOGmVlNenQr8mxwADaz5oqoddn5Kg7AZtZsvghnZlaPcA/YzKwOvVkVebY4AJtZc3kyHjOzegQQvhXZzKwG4QnZzcxqEwM8BKEY4AFqM7OZkPQNYHEXu26LiOWz3Z6pHIDNzGriZenNzGriAGxmVhMHYDOzmjgAm5nVxAHYzKwmDsBmZjVxADYzq4kDsJlZTRyAzcxq8v8BLXvYs1HZWx4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0236, loss2=0.0218, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0237, loss2=0.0207, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0238, loss2=0.0206, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.14it/s, cost=1.46, loss1=0.0232, loss2=0.0202, loss_att=0.00342, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0234, loss2=0.0209, loss_att=0.00342, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0233, loss2=0.021, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]   \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.19it/s, cost=1.46, loss1=0.0234, loss2=0.0204, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.17it/s, cost=1.46, loss1=0.0232, loss2=0.0211, loss_att=0.00342, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.18it/s, cost=1.46, loss1=0.0231, loss2=0.0204, loss_att=0.00343, loss_bd1=0.71, loss_bd2=0.706]  \n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAADxCAYAAAD1LG0eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHNZJREFUeJzt3X+4XVV95/H3557k5oaEH8YAxYCQ0WjNOEOkEWj1aZEfGh0L1XY6iaMDU6bRPkZttSraGUrp/EBb5Zm2jGPUDIxPAW0sNWpGRMWhThUTFJEEAzGgJEJiJCAGuL/Od/7Y+8aTy1l7n3vvuWefbD6v59lPztlrn7XX3bn3e9dd+7vXUkRgZma9N1B1A8zMnqkcgM3MKuIAbGZWEQdgM7OKOACbmVXEAdjMrCIOwGZmFXEANjOriAOwmVkHJK2StEPSTkmXtSl/rqRbJX1H0l2SXlNap5+EM7O6etUrFsRPHxkvPe6Ou4ZvjohVqXJJDeBe4AJgN7AFWBMR21uOWQ98JyI+Imk5sDkiTis675yOvgozsyPQTx8Z51s3P7f0uMZJ9y0uOeRMYGdE7AKQdCNwEbC95ZgAjslfHwv8uOy8DsBmVlsBNGl2o6olwIMt73cDZ0065grgS5LeBiwAzi+r1GPAZlZbQTAa46UbsFjS1pZt7TROtwa4NiJOBl4DfFJSYYx1D9jMaq3DHvD+iFhZUL4HOKXl/cn5vlaXAqsAIuIbkoaAxcC+VKXuAZtZbQXBeJRvHdgCLJO0VNIgsBrYNOmYHwHnAUh6ETAE/KSoUveAzazWmsw80ysixiStA24GGsCGiNgm6Upga0RsAt4FfEzSH5ENP18SJWlmDsBmVlsBjHchAANExGZg86R9l7e83g68bCp1OgCbWa11owc8WxyAzay2Ahjt44fNHIDNrLaC6NoQxGxwADaz+goY79/46wBsZvWVPQnXvxyAzazGxDiquhFJDsBmVlvZTTgHYDOznsvygB2Azcwq0XQP2Mys99wDNjOrSCDG+3jOMQdgM6s1D0GYmVUgECPRqLoZSQ7AZlZb2YMYHoIwM6uEb8KZmVUgQoyHe8BmZpVougdsZtZ72U24/g1z/ds3t2cUSadJCkn9+9NiR5yJm3BlWyckrZK0Q9JOSZe1Kb9a0p35dq+kR8vqdAC2I5qkQUn3SNo9af+5kr4t6WeSdklaW1UbrVrjodKtjKQGcA3wamA5sEbS8tZjIuKPImJFRKwA/hr4+7J6HYDtSPduJi39LWkucBPwUeBY4N8AH5Z0eu+bZ1WaeBKubOvAmcDOiNgVESPAjcBFBcevAW4oq9QB2NqS9BxJn5H0E0n3S3p7S9kVkjZK+pSkx/Oe5ukt5S+S9DVJj0raJunClrL5kj4k6YeSHpP0dUnzW079byX9SNJ+SX9S0salwBuB/zapaBFwDPDJyGwB7iHrudgzTDMGSrcOLAEebHm/O9/3NJJOBZYCXy2r1AHYnkbSAPA54Ltk32TnAX8o6VUth10E/B1ZsLse+AdJc/Pe5+eALwEnAG8D/lbSC/PP/SXwK8Cv5Z99D4cvWvBy4IX5OS+X9KKCpv418H7gydadEbGXrPfx7yU1JP0qcCrw9alcBzvyZZPxdNQDXixpa8s2kyGr1cDGiBgvO9A3PKydlwLHR8SV+ftdkj5G9o11c77vjojYCCDpw8C7gLPzsoXAVRHRBL4q6fNkY2ZXAr8HnB0Re/Jj/ymvY+LcfxYRTwLflfRd4HSy3uthJL0OaETETZLOafM13AB8HPjv+fs/iIgH2xxnNRaI0c4eRd4fESsLyvcAp7S8Pznf185q4K2dnNQB2No5FXjOpLu4DeAfW94fCmYR0cxvgj1noiwPvhN+SNaTXgwMAT8oOPfDLa+fIAvmh5G0APgg8Jp2FUj6ZbIxutcDtwDLgM9L+nFEfKHg3FYzEXTrQYwtwLJ82GsPWZB9w+SD8u+9ZwHf6KRSB2Br50Hg/ohYVnDMod5APmRxMvDjiTJJAy1B+LnAvcB+4CngeWTDG9O1DDgN+Me85zwIHCvpYbJe+IuBeyNiore+Q9IXyO5gOwA/o6grD2JExJikdWR/ATaADRGxLf+rbmtEbMoPXQ3cGBEdrcXsAGztfAt4XNJ7gb8CRoAXAfPzG1oAvyLp9cAm4O3AMPBNQGQ91/dI+hDwMuA3gZfmPeUNZBkJbwL2kt1d/vYU23c3h/85+GvA3wBnkGVENMh6K+cCtwL/DHgtWa/ZnkGCrvWAiYjNwOZJ+y6f9P6KqdTpm3D2NPnNg9cCK4D7yXquHydL6ZrwWbL0rgPAm4DXR8RonqLzm2S9zf3A/wD+XUR8P//cHwPfI/uT7hHgA0zx+zAixiLi4Yktr6eZvx+PiB+QjTX/FfAz4P8Cn8m/BnuG6VIa2qxQhz1ls0MkXQE8PyLeWHVbzIo898XHxHs2Ft1by7ztRbfeUXITblZ4CMLMaitblr5/w1z/tszMbMbk+YCtXqZ6o8GsKgGdPulWCQdgM6s194DNzCoQofr2gCWtInvUswF8PCKuKjp+UEMxf+BpDzYBUJyNUVBW9LHp/uJzYohZ5R7nwP6IOH4mdWQ34Wq4KnLL/JgXkM0MtEXSpojYnvrM/IGFnL3wwrZlMTKSPtl4ek6LaKajpQamF4GL6izULJ17w8w69OXY+MOZ19Lfa8LNpGVTnR/TzKynsptwKt2qMpMhiHbzY541s+aYmXVXlU+6lZn1m3D5vJprAYa0YLZPZ2Z2SFBtD7fMTAJwR/NjRsR6YD3AsY3Fvr1lZj3V6aKbVZhJAO5ofkwzs6pEwGizhgE4NT9m0WfGj53PY6/6523LGqPpzvGcg+nsgjlPpMsaT42ly37802TZ+N59ybIih01BbmaVy4YgahiAof38mGZm/cRPwpmZVWAiDa1fOQCbWY319xBE/7bMzKwLmvm6cEVbJyStkrRD0k5JlyWO+V1J2yVtk3R9WZ3uAZtZbWVZEDOfC6KTqRckLQPeB7wsIg5IOqGsXveAzay2Jh7E6MKjyJ1MvfD7wDURcQAgIkrTqXraAx4bggMvbB/zxxYWpaGlf4M1htPnG/ppus7jR9Ipauzbny4zsyNKh0MMiyVtbXm/Pn+IbEInUy+8AEDS/yNLzb0iIr5YdFIPQZhZbU0hC2J/FxblnAMsA84hezL4Nkn/IiIeLfqAmVltdSkLopOpF3YDt0fEKHC/pHvJAvKWVKUeAzaz2ooQYzFQunXg0NQLkgbJpl7YNOmYfyDr/SJpMdmQxK6iSt0DNrNa68aDGKmpFyRdCWyNiE152SslbQfGgXdHRHrOAxyAzazGuvkkXLupFyLi8pbXAbwz3zriAGxmteZHkXONYTh2V/spw8bmpS9SczCdTtacm/7c2FC67ODSo5NlC/ekyyhYPHT8wGPpz3m9OLOeq/OE7GZmfa/TR42r4ABsZrUVAWN1nJDdzOxI4CEIM7MKeAzYzKxC4QBsZlYN34SbONnBURZ9c2/bMo2l07SaC49KlsVQ+ksYXzA3WTb8rHRZLElP46mx9MqbjWZButzPDybLAGJstKAwXa+ZpUV4DNjMrCJi3FkQZmbV8BiwmVkFvCqymVlVor9voTgAm1mtOQvCzKwCUeebcJIeAB4nm3x4rHRNpfFxSMwYFqPpRTJ18Mlk2cBgOp1sYMH8ZNnwcc9Olu0/47hk2dwn0n/PLHhW+nyDD/wkWQbQ3J+et7k5XLDyaJF+/tvLrEf6+cegGz3gV0SElxE2s77kLAgzswpE9HcAnungSABfknSHpLXdaJCZWTc1Q6VbJyStkrRD0k5Jl7Upv0TSTyTdmW//oazOmfaAXx4ReySdANwi6fsRcdukRq0F1gIMDSyc4enMzKamG2PAkhrANcAFZMvPb5G0KSK2Tzr0UxGxrtN6Z9QDjog9+b/7gJuAM9scsz4iVkbEysGBoZmczsxsSgLRbA6Ubh04E9gZEbsiYgS4Ebhopu2bdgCWtEDS0ROvgVcCd8+0QWZm3RQdbMBiSVtbtslDqkuAB1ve7873Tfbbku6StFHSKWVtm8kQxInATZIm6rk+Ir5Y+InxJnHwibZFMZZOQ6MgDUuNRrrsiXT62oKj5iXLmnPSi3IOjKX/nhk9Op0SN2dRwUKfgJ56Kl1W8DdUUfpeYf65Fwm1Z4LOb8LtL02jLfc54IaIGJb0ZuA64NyiD0w7AEfELuD06X7ezKwnupMHvAdo7dGenO/7xWkiWpP5Pw58sKzS/n1ExMysCyJUunVgC7BM0lJJg8BqYFPrAZJOanl7IXBPWaXOAzaz2gqg2Zx5HnBEjElaB9wMNIANEbFN0pXA1ojYBLxd0oXAGPAIcElZvQ7AZlZfAXTpQYyI2AxsnrTv8pbX7wPeN5U6HYDNrNbqPheEmVn/cgDORATNkcTik5Fe7JLxdMpUKH0fUQUpWo29jyTL5j07PatZNNJ/zowck06JGz5hQbIMYKhgsc+iO6VRkGoXRdetYA1Qp6hZfXR8k60S7gGbWb25B2xmVoGA6EIWxGxxADazmnMANjOrhocgzMwq4gBsZlaBLj6IMRt6H4C7neIUBalWBaltzQOPJsvmPZhOGYuCRUCLZlF78oT05wCGFy1Klh31ULo9g7vT6XSkUv6AOHgwWdZ8Mj0zW6GitLdmQTekKAWxn7Po7YjQz99C7gGbWb05C8LMrBpyD9jMrAItS170IwdgM6sx+SacmVll3AM2M6tIQZJN1eodgIsWsyxYBFSPPZ4sGxgcTJbNeyRdNrogPcMawJPPTs95NjY0lCw7dvy4ZFnj4EiyTEel6xw48FiyrEgMF5xvtCAlbjz9E1I0o5tnbbNSzgM2M6tOP2dBeFFOM6u36GDrgKRVknZI2inpsoLjfltSSCpd5t4B2MyshKQGcA3wamA5sEbS8jbHHQ28A7i9k3odgM2s1hTlWwfOBHZGxK6IGAFuBC5qc9yfAx8AOnqe3wHYzOoryB5FLttgsaStLdvaSTUtAR5seb8733eIpDOAUyLiC502zzfhzKzeOuvh7o+I0jHbFEkDwIeBS6byudIesKQNkvZJurtl3yJJt0i6L//3WVNusZlZD3RpCGIPcErL+5PzfROOBl4MfE3SA8DZwKayG3Gd9ICvBf4G+N8t+y4DvhIRV+V3Ay8D3ttBXX2jKL+0+Wg6D1Zz0pes8WR6heJjDxT/jpp/0jHJstGj0+dsDqZXYlYzPQWmBtN1Dqggb7Igt3rgifSwV9HqzYyk84cZS7clRjyNpXWgO98KW4BlkpaSBd7VwBsOnSLiMWDxxHtJXwP+OCK2FlVa2gOOiNuAyZPOXgRcl7++Dvit8vabmVWgC2loETEGrANuBu4BPh0R2yRdKenC6TZtumPAJ0bEQ/nrh4ETp9sAM7PZMoUhhlIRsRnYPGnf5Yljz+mkzhnfhIuIkNJfYn43cS3AEEfN9HRmZlPTxxOyTzcNba+kkwDyf/elDoyI9RGxMiJWzmXeNE9nZjY9XboJNyumG4A3ARfnry8GPtud5piZdVmXHkWeDZ2kod0AfAN4oaTdki4FrgIukHQfcH7+3sysv3TQ+62yB1w6BhwRaxJF53W5Lb1VlKY03dV9Cz5XNgo1WPDZxqKFybLm/PR/YTTSv1+bc9Mtas5Jn08FU0cOzEtPxzkwUPC7fqQgXW54OFk2PpqeUrRotWx7hunjjEQ/CWdmtaY+npDdc0GYmVXEPWAzqzcPQZiZVaDim2xlHIDNrN4cgM3MKuIAfGQpXIm36O+ZSN9u1Uh6VWAAPVUwI1iBJ05Ip35FI51q9tRx6bLxoXRZY7hgpemCWdSOvf/oZNmcp9LXe+4j6VnUBnbcnyxrFtRpzxyiv7MgHIDNrL48BmxmViEHYDOzijgAm5lVw0MQZmZV6eMA7EeRzay+IsuCKNs6IWmVpB2SduZrYU4uf4uk70m6U9LXJS0vq9M94HYKF3RM/28VTcDVfDK9YCWAClLfiv6Tho5Op6GNLkwv2DlU8Lt3JJ0xVmi4YN3RAy8omPGsYPHQoQPpr2/Rw+mFTClK+ytIF/RinjXUhf9SSQ3gGuACYDewRdKmiNjectj1EfE/8+MvJFumflVRve4Bm1mtdWk+4DOBnRGxKyJGgBvJFic+JCJ+1vJ2AR2EfveAzazeuvNHzRLgwZb3u4GzJh8k6a3AO4FB4NyySt0DNrP66mQ5oixAL5a0tWVbO63TRVwTEc8D3gv8x7Lj3QM2s9oSHQ8x7I+IlQXle4BTWt6fnO9LuRH4SNlJ3QM2s1rr0hjwFmCZpKWSBoHVZIsT/+I80rKWt/8KuK+sUveAzazeujAGHBFjktYBNwMNYENEbJN0JbA1IjYB6ySdD4wCB/jFyvFJDsBTNc00pRgtnu2sqLwohW3ez3+eLBsaGkqfr+Dr0PyCz80t+JaZk057G/mldG5bDKRnUSua0Y1j0ouHDjyevi6Fs90VLLpa+DmntvWvLl3+iNgMbJ607/KW1++Yap0OwGZWX54NzcysQg7AZmbV8ITsZmYV8RCEmVkVfvGgRV9yADazejuSA7CkDcBrgX0R8eJ83xXA7wM/yQ97f56iYbOhmU5/KkpR0+hYus6i1Kjh4XRZI51qxkC6LD2nGURBnTGv4HwFi4BqMD3DGuMFdRalmhWkyxV9LgpS20oVpbdNu84+jkhdNoUn4SrRyZNw19J+SrWrI2JFvjn4mllfUjNKt6qUBuCIuA14pAdtMTPrrs4n46nETOaCWCfpLkkbJCWn4pa0dmKGoVEK/rQ1M5sFXZoLYlZMNwB/BHgesAJ4CPhQ6sCIWB8RKyNi5VzmTfN0ZmbT1Mc94GllQUTE3onXkj4GfL5rLTIz66Ij/Sbc00g6qeXt64C7u9McM7MuO5J7wJJuAM4hmzF+N/CnwDmSVpA1/QHgzbPYRisQIwWzrE0zNWqgKL2r6I5xo2AmsYJUs7Fnz0+WPbY0PTPb3NVPJsvefNq2ZNkLBvcmy06dk65zbsF1GS1I7do7nk6JG6cgtQ04ZU56cdETGguSZcOR/twNjy9Jlt0/fHyy7NP3npEsO/W/ptPlBg4WLEhbcE35frqoY3GEP4ocEWva7P7ELLTFzKyr+j0P2E/CmVm99fGDJw7AZlZr7gGbmVWhzyfj8aKcZlZrapZvHdUjrZK0Q9JOSZe1KX+npO35A2pfkXRqWZ0OwGZWa90IwJIawDXAq4HlwBpJyycd9h1gZUT8S2Aj8MGyej0EcaQruMEQYwWzoRVoHjw43dakPfazZFGjYJaxRd9Mp68N3P7cZNn1Q69Klmk0nZ5XOINc0WxoA+m+THOo4MesKA0L0Ei6PRouaGsj3Z7R49Ppa2ND6et99C+l0+l2vKWgLXPTaYaFwwO/V1DWqaBbN+HOBHZGxC4ASTcCFwHbD50q4taW478JvLGsUveAzazWujQXxBLgwZb3u/N9KZcC/6esUveAzazeOguwiyVtbXm/PiLWT+d0kt4IrAR+o+xYB2Azq60pPIixPyJWFpTvAU5peX9yvu/w80nnA38C/EZElE7/6ABsZvUVXZtwfQuwTNJSssC7GnhD6wGSXgJ8FFgVEfs6qdRjwGZWb12YjCcixoB1wM3APcCnI2KbpCslXZgf9hfAQuDvJN0paVNZve4Bm1mtdetJuHzptc2T9l3e8vr8qdbpAGxm9RVAhWu+lXEANrN669/46wBsZvXmyXjMzCpS5bLzZRyAzay++nw2NAdgM6ut7EGM/o3ADsBmVm9H8ppw3fQ4B/Z/OTb+MH+7GNjfy/OX6Kf21K8t6QnIissOX1vy8LZsp2r1+3+armsPe9ettpTOp9sJ94BzEXFoyVVJW0ueve6pfmqP29JeP7UF+qs9bkuCx4DNzKrStbkgZoUDsJnVm4cg2prWXJuzqJ/a47a0109tgf5qj9vSTnS+5lsVFH3828HMbCaOWbgkzjr9D0qP+/I//ac7qhi39hCEmdVbH/cxK5kPuGx55x635QFJ38vn79xa/omun3+DpH2S7m7Zt0jSLZLuy/99VoVtuULSnvz63CnpNT1qyymSbs2X+d4m6R35/p5fm4K29PzaSBqS9C1J383b8mf5/qWSbs9/pj4laXC221LSnmsl3d9ybVb0oj1t29hslm5V6XkA7nB55157RUSsqCh15lpg1aR9lwFfiYhlwFfy91W1BeDq/PqsyOdE7YUx4F0RsRw4G3hr/n1SxbVJtQV6f22GgXMj4nRgBbBK0tnAB/K2PB84QLYoZC+k2gPw7pZrc2eP2nO4IHsQo2yrSBU94EPLO0fECDCxvPMzUkTcBjwyafdFwHX56+uA36qwLZWIiIci4tv568fJViFYQgXXpqAtPReZn+dv5+ZbAOcCG/P9vfyeSbWnL4hAUb5VpYoAPNXlnWdbAF+SdIektRW2o9WJEfFQ/vph4MQqGwOsk3RXPkTRk+GQVpJOA14C3E7F12ZSW6CCayOpIelOYB9wC/AD4NF82Rzo8c/U5PZExMS1+S/5tbla0rxetedpIsq3inhNOHh5RJxBNiTyVkm/XnWDWkWWplJlj+IjwPPI/rx8CPhQL08uaSHwGeAPI+JnrWW9vjZt2lLJtYmI8YhYQbYy75nAL/fivJ22R9KLgffl7XopsAh4b4UN7EoALrt3JenXJX1b0pik3+mkzioCcEfLO/dKROzJ/90H3ET2DV21vZJOAsj/7WiF1dkQEXvzH7Am8DF6eH0kzSULeH8bEX+f767k2rRrS5XXJj//o8CtwK8Cx0mayGqq5GeqpT2r8mGbyJdm/19U9XPVpTHgDu9d/Qi4BLi+0+ZVEYAPLe+c36ldDZSuHjobJC2QdPTEa+CVwN3Fn+qJTcDF+euLgc9W1ZCJYJd7HT26PpIEfAK4JyI+3FLU82uTaksV10bS8ZKOy1/PBy4gG5O+FZjodfXseybRnu+3/JIU2Xh0ZT9XXcqCKL13FREPRMRdTOG2Xs/zgCNiTNLE8s4NYENEbOt1O3InAjdl3yPMAa6PiC/2sgGSbgDOARZL2g38KXAV8GlJlwI/BH63wrack6cQBfAA8OZetAV4GfAm4Hv5+CLA+6nm2qTasqaCa3MScF3eIxsgWx7985K2AzdK+s/Ad8h+YfRCqj1flXQ82ZS8dwJv6VF7JunaGG+7e1dnzbTSSh7EaLe8c0Xt2AWcXnEb1iSKzutpQ0i2pVc/yIeJiK+T/fC209NrU9CWnn8P5z2sl7TZv4sK/swvaM+5vW5LW0GnAXixDn8OYH1EzPoj1X4SzszqrbMBgf0lzwHMyr0rZ0GYWa11KQ94Vu5dOQCbWb11IQ0tz7GeuHd1D9lY9zZJV0q6EEDSS/N7J/8a+Kik0ntbHoIws/qKgPHuPGvc7t5VRFze8noL2dBExxyAzaze+njKXQdgM6s3B2AzswoE4DXhzMyqEBD9uyaRA7CZ1VfQtZtws8EB2MzqzWPAZmYVcQA2M6tCtROul3EANrP6CqDCRTfLOACbWb25B2xmVoXuPYo8GxyAzay+AsJ5wGZmFfGTcGZmFfEYsJlZBSKcBWFmVhn3gM3MqhDE+HjVjUhyADaz+urz6Si9JpyZ1Vs0y7cOSFolaYeknZIua1M+T9Kn8vLbJZ1WVqcDsJnVVgDRjNKtjKQGcA3wamA5sEbS8kmHXQociIjnA1cDHyir1wHYzOorols94DOBnRGxKyJGgBuBiyYdcxFwXf56I3CeJBVV6jFgM6u1Lt2EWwI82PJ+N3BW6piIGJP0GPBsYH+qUgdgM6utxzlw85dj4+IODh2StLXl/fqIWD9b7ZrgAGxmtRURq7pU1R7glJb3J+f72h2zW9Ic4Fjgp0WVegzYzKzcFmCZpKWSBoHVwKZJx2wCLs5f/w7w1Yjip0DcAzYzK5GP6a4DbgYawIaI2CbpSmBrRGwCPgF8UtJO4BGyIF1IJQHazMxmiYcgzMwq4gBsZlYRB2Azs4o4AJuZVcQB2MysIg7AZmYVcQA2M6uIA7CZWUX+P4/FtYm2ufayAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "minibatch loop: 100%|██████████| 88/88 [00:42<00:00,  2.16it/s, cost=1.46, loss1=0.0232, loss2=0.0211, loss_att=0.00342, loss_bd1=0.71, loss_bd2=0.705]  \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "EPOCH = 50\n",
    "for i in range(EPOCH):\n",
    "    pbar = tqdm(range(0, len(paths), batch_size), desc = 'minibatch loop')\n",
    "    for k in pbar:\n",
    "        index = min(k + batch_size, len(paths))\n",
    "        files, max_y, max_z = dynamic_batching(paths[k:index])\n",
    "        max_x = max(lengths[k:index])\n",
    "        batch_x = np.zeros((batch_size, max_x))\n",
    "        batch_y = np.zeros((batch_size, max_y, n_mels * resampled))\n",
    "        batch_z = np.zeros((batch_size, max_z, fourier_window_size // 2 + 1))\n",
    "        for n in range(len(files)):\n",
    "            batch_x[n, :] = np.pad(\n",
    "                texts[k + n],\n",
    "                ((0, max_x - texts[k + n].shape[0])),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_y[n, :, :] = np.pad(\n",
    "                files[n][0],\n",
    "                ((0, max_y - files[n][0].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "            batch_z[n, :, :] = np.pad(\n",
    "                files[n][1],\n",
    "                ((0, max_z - files[n][1].shape[0]), (0, 0)),\n",
    "                mode = 'constant',\n",
    "            )\n",
    "        _, cost, loss1, loss2, loss_bd1, loss_att, loss_bd2 = sess.run(\n",
    "            [model.optimizer, model.loss, \n",
    "            model.loss1, model.loss2, model.loss_bd1,\n",
    "            model.loss_att, model.loss_bd2],\n",
    "            feed_dict = {model.X: batch_x, model.Y: batch_y, model.Z: batch_z},\n",
    "        )\n",
    "        pbar.set_postfix(cost = cost, loss1 = loss1, loss2 = loss2, loss_bd1 = loss_bd1,\n",
    "                        loss_att = loss_att, loss_bd2 = loss_bd2)\n",
    "        \n",
    "    align = sess.run(\n",
    "        model.alignments, feed_dict = {model.X: batch_x, model.Y: batch_y}\n",
    "    )\n",
    "    plot_alignment(align[0, :, :], i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 38/38 [00:01<00:00, 36.99it/s]\n"
     ]
    }
   ],
   "source": [
    "y_hat = np.ones((1, batch_y.shape[1], n_mels * resampled), np.float32)\n",
    "for j in tqdm(range(batch_y.shape[1])):\n",
    "    _y_hat = sess.run(model.Y_hat, {model.X: [texts[0]], model.Y: y_hat})\n",
    "    y_hat[:, j, :] = _y_hat[:, j, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: y_hat})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "audio = spectrogram2wav(mags[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving: say the word burn\n"
     ]
    }
   ],
   "source": [
    "from scipy.io.wavfile import write\n",
    "print('saving: %s'%(raw_texts[0]))\n",
    "write(os.path.join('test-luong.wav'), sample_rate, audio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mags = sess.run(model.Z_hat, {model.Y: [batch_y[0]]})\n",
    "audio = spectrogram2wav(mags[0])\n",
    "ipd.Audio(audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "real_audio = spectrogram2wav(batch_z[0])\n",
    "ipd.Audio(real_audio, rate = sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
